{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "representative-packaging",
   "metadata": {},
   "source": [
    "### Violin plot with box and data points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "under-method",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "\n",
    "df = px.data.tips()\n",
    "fig = px.violin(df, y=\"total_bill\", box=True, # draw box plot inside the violin\n",
    "                points='all', # can be 'outliers', or False\n",
    "               )\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "marked-bread",
   "metadata": {},
   "source": [
    "### Multiple Violin Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "saved-graduation",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "\n",
    "df = px.data.tips()\n",
    "fig = px.violin(df, y=\"tip\", x=\"smoker\", color=\"sex\", box=True, points=\"all\",\n",
    "          hover_data=df.columns)\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "wireless-alpha",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "\n",
    "df = px.data.tips()\n",
    "fig = px.violin(df, y=\"tip\", color=\"sex\",\n",
    "                violinmode='overlay', # draw violins on top of each other\n",
    "                # default violinmode is 'group' as in example above\n",
    "                hover_data=df.columns)\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "considerable-house",
   "metadata": {},
   "source": [
    "### Multiple Traces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "federal-pantyhose",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(\"https://raw.githubusercontent.com/plotly/datasets/master/violin_data.csv\")\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "days = ['Thur', 'Fri', 'Sat', 'Sun']\n",
    "\n",
    "for day in days:\n",
    "    fig.add_trace(go.Violin(x=df['day'][df['day'] == day],\n",
    "                            y=df['total_bill'][df['day'] == day],\n",
    "                            name=day,\n",
    "                            box_visible=True,\n",
    "                            meanline_visible=True))\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sunset-duration",
   "metadata": {},
   "source": [
    "### Grouped Violin Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "suitable-subscription",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NMe00n3qmB0cdnfT6KQfm/IoqvDu+Br581Dmrfs3Avj90Xq4MJSi8itD9GMPLEV7FRg9gcQpvABuVVSKBIhDgIjVFgGrzkEUV3pbXgVeOt3kmut2GHgt8+3Xn5cpQgsKrCJ3CqwiQxT1BgMLriWbgSZCA5wlQeMvXRCUR3lgDMOgQ60r2bAW2fgBQeK1ZBWUPCm9QWrJy6yEmq4lJa0OGpNHampmMsmZjp2+AMIbXN03FEw0AAQpv+RqxJMJrN0RBhkAUKLxbtrXjx9fei4+WfdkL6C+uuRBnT5tcFMgc4VXESuFVBMjiZScgJ6Hs1ZjGN6spvGVvEJ4ACXiYAIW3fI0TROGdNXM6Dj9kdEmgUngVMVN4FQGyeNkJUHjL3gQ8ARLwDQEKb/maisKrxp7Cq8aPWRoU+bF4+QlQeMvfBjwDEvALAQpv+VqKwqvGnsKrxs93wiuSho8ZWaPVWuRPFHkUuVU2gb++EMFF36/CyFEptG4Ioa0thCVLu9DY6I/8mozhrez+y9qXlgCFt7S89d8WROHVx/CeesIE3Dz7QtTWZPI8u71ReBWJ+i2kQZ80XFTdT5OTFJuKxXMQkDewoyYmsXp1WIvj9VN+TQovuzYJlI4Ahbd0rI3fFEThZQxv+fqT42+m8DpGxgIeI3DrzVH8529iqOsHJBNAdzfw6O968O2p/kgoT+H1WIfi6QSaAIW3fM1L4VVjzxFeNX6+C2ngCK9igwew+JHja7LZGWT1ps9I4t45Pb6oLYXXF83EkwwIAb3wznusBydP88eDcRDwU3jVWpHCC+CeuQsw7w8v9CKpzwX3pxcW4ed3Pqx9bowx4QivWgdk6fIT0C86Ic/mgAPTeOl1f8R31y+bjf6r7kf3oEnYdMTC8gPlGZBAgAnceH0M8x6IajW8enYcs36aCHBtvVU1Cq9ae1B4dwqv9uOdOb0PzXff/wx3z12A395xFQY1DNDkWL8vhVetA7J0+QmYCe/e+6Tx5rv+EN7d/j4V1VsWU3jL35V4BhVA4F/PqMaSt8IU3jK0dUmENzYQGGxzpbUt73OltTL0A6WvNEqs/mDis70bh2dX/jAKMIVXCT0Le4DAyMZadBkWVht7QAovv9HtgbOzPgUKrzUj7kECbhGg8LpF0vlxSiK8Tk+rwJXWnH6NG/tzhNckpEGGM3R29eCmux7GhMPGZoV3xcq1uOH2B3HrdZdgZPMI38fwirRkIj0Zt8olcPIJ1fjog8yIjdz+/Sdx3HCTP15VSuFNRRuw/oR1lduQrDkJlIAAhbcEkHN8RVGFV1sq+BHnleu3N7DvD52XK0MJCq8BuhDamdfcjduvuwQHjt5XE95zTz8uu/SdUXh74v4K2J//WBgXX5xZPlZsL/9PCpMnU3jL8NvzzFd++9thLF4UwgUXpLFyJbBoUQg/+1kKP7/RH/0i+voUhFsXaTx7zi21pO/6LXmmQSv2RPzRX/3ePPJ6Ierhp+uE37mL86+KRYJQjbLVgcJrgl6GMZwyZYLlCG/rNn+89pXVvPP2CH71H5kJB2L77+fjmHhMqmwdkF9cfgJnnRrDW2+Gcd53k1i9KqT9///90wSuuc4fD3MD3z4Rsc2LNZCtp5Y67piSVf4eLM+ADx+laAt5vRDf5afrRCnYFPs7hjRUF/srAn18Cm8e4T172mRtklqQYnj1KWVE1f20wECgf4llrJx8RSlSka1eBbz9VsRXs69lSINAuHZqRxlJ8qtJIPgEGNJQvjYuakhD+apVsm+ueOHdsq0dL7yyBN87+0QNujFkIWhZGii8Jftt+eaLKLy+aSqeKAmUnYBeeC+6NIFbbouX/Zwq5QQovGotXfHCKyem/eWVJVmSj9x3bTZmV/xjkPLwUnjVfjBBLE3hDWKrsk4kUBwCEw6t0UKfxDZhYgpPP+uvsL7iUCnNUSm8apwrXnjV8MF3WRoovKotHrzyZ06rxv/9e7jX0sJ+SijPkIbg9UnWyLsE9Hm7KbylbScKrxpvCq8aP98J72lTq7H0vV0pqC67IoHrb+QrKcVu4OviZnl4vzU6hVf/5o+RGwpv8bqfWFXr00/CmP7dJKbPKHUGjOLVi0cunACFt3B2qiUpvGoEKbxq/HwlvAv+EMFVP6nqU+Ml/+hCYxNnmyt2Bd8WN1tprboa+HKNYTUKj9aQwlu8hpHhLn4a8Zc0dvv7ydr/bRtzJ+IDDioepAo7MoW3fA1O4VVjT+FV4+cr4b37zhjuuXNXSjJZ9XmP9eDkaf5IQaXYXCxuQoDCy26Ri4CfhXfEwjqtWpsOX4juwZPYyC4RoPC6BLKAw1B4C4CmK0LhVeMXCOF98pluTDyauXgVu4Jvi5sJb00tsGI1R3h926gunTiF1yWQAToMhbd8jUnhVWNP4VXj5yvhFQsKnHtm78TV4tX10k870dCgCILFfUvg0ANr0LK+d9L+aacl8OAj/ojtZkhD8boehbd4bP145LZtIYwZWQNx3+juhhYKJ0LiuJWGAIVXjTOFV42fr4RXVHXyhBqsWB5CLAbE48C55yVw3/3+EBvFpmLxHASk1HzrWyl0dgGrVoa58AR7i0ZA9o2ppyTx8PweX1FhSIP7zfX2mxGcc2YV9mpM45vVmYfkNRv98SbIfRqlPyKFV405hVeNn++EV97A5AXLj5NRFJuMxQ0E/J6HV4qNqBZXWnO3e8vX135LPxVr/xBD3pqgwWAMr3t9gsLrHstCjkThLYTarjIUXjV+FF5FfixefgJBEt71U9YhFWN8jlu9yq/CW715MXZ7d6qGoW30ndjefLlbSCr6OBTe8jY/hVeNP4VXjR+FV5Efi5efwJWXx/DkE1GI19YbNgBL34v4KqRBP8LL0Tx3+1MQhLd95PVoH/Uzd8FU6NEovOVteAqvGn8Krxo/Cq8iPxYvPwG5+t5RE5NYvTqsxeY99UwPjjraH6nqKLzF60MU3uKx9eORKbzlbTUKrxp/Cq8aPwqvIj8WLz8BCm/528CrZ0Dh9WrLlOe8FjwRxVWXxzD2gBRaN4TQ2hrCS69344ADmdayFC1C4VWjTOFV4+db4RUXLLFk6LkzErhvDrM0KHYDXxen8Pq6+Yp68hTeouL13cH9fq3wHXDDCVN41VqQwqvGz3fCe8QhNVjzTQgjR6WwYnkYfpt9rdhcLG5CwO83MYY0FK9b+1V469Y+joEfXaqBYQyve/3D79cK90iU50gUXjXuFF41fr4S3m3bgLEja3vVuL4eWPYl8ygqdgNfF/f7TYzCW5zut3p1CBPG12QP7qd8qwOW/xIDVtymnXv3oEnYdMTC4kCqsKP6/Vrh9+ai8Kq1IIVXjZ+vhPfuO2O4585onxpzaWHFTuDz4n6/iVF4i9MB5QQleXQKb3E4++mofr9W+Im12blSeNVakMKrxo/Cq8iPxctPwO83MQpvcfoQhbc4XP18VP21YsOGkBYWN++xHpw8zR8ZXfzMXpw7hVetBSm8avwovIr8WLz8BCi85W8DL54BhdeLrVLec/L7IjXlpaf+7RReNYYUXjV+vhJexvAqNnZAi/tZeCOdKzFs0RggnWkcbVWtvbmqlhtd1c/CW79sNvqvul/DwBheN3pD5hgUXvdYFnIkCm8h1HaVofCq8fOV8IqqylnXBxyYxicfh5ilQbH9g1Dcr8Ibim/F8EVjEUps7dUMrUe9jXj9wUFomrLWwc/Cu9vfp6J6y2KNX3zAQWiduKSsLIPy5RTe8rYkhVeNP4VXjZ9vhXf6jCQWPBHxnfDKmdcde34PyZpmxdZjcUHAr8JbtXkRdn/35D6N2D7qBrSPvIGNq0jgoblR3HRDLHsUP62+pxdeUYG1UzsUabA4R3jL3wcovGptQOFV40fhVeTnpHis/UMMeWuCVmTT4QvRPXiSk+LcNwcBKTbjD0uidYN/lhau2fAcBi89j8JbpJ4tH4Tk4Sm8RQLto8NyhLe8jUXhVeNP4VXjR+FV5OekePXmxdjt3alaka3jHkDHiPOdFOe+OQjIV9d7NWYCYb9ZHYIf5CbW9gGGvH1Un1ptPXAuOva8gO2tSIDCqwgwgMXHjKxB27YQLrsirj0c+/EtoZ+bhcKr1noUXjV+FF5Ffk6K64WXqyc5IZd/X78Kr6hVv6/noOGf12Qr2DPoKGw84hX34FTwkfwsvLsvORZV297Nth5DGtzpyHIOyNWz4/hmNYXXHar2j0Lhtc/KbE8Krxo/Cq8iPyfFKbxOaNnfV4Y0jD0ghba2kG9GeEUN9WEu4m+Guthvd6s9/Sq8ZrHdjOu2am17n1N47XEq1l4UXjWyFF41fr4SXrlUaH19GhfPTOCeuzITUvyyghKFV7Gz5iju10lrojr6PkHhdbd/3Hh9DPMe2LUy471z4pg+I+HulxThaLu/OxVVmzMZGvQbR3nVYVN41RmqHIHCq0IPoPCq8fOV8OpfXYsbF4VXsfEDUpzCG5CGdLkacoKSiO0Wcd3iNfasn1J4Xcbsq8NReMvbXBReNf4UXjV+FF5Ffk6Kc4TXCS37+wZJeDeP/yO6hp5uv/LcMycBCi87h57AJx+HcdJx1ZBvCLu7gft/7a+3hH5vUQqvWgtSeNX4UXgV+TkpTuF1Qsv+vkESXk5mtN/uVnv6VXgZw2vVsoV9bnxDKI7it7eEhdXcO6UovGptQeFV40fhVeTnpPiA5b9EduGJEd/D1nEPOinOfXMQoPCya5gR8KvwirpoWRq2vguEMjVj/K56H6fwqjNUPQKFV40ghVeNH4VXkZ+T4nrh7R40CZuOWOikOPel8LIPOCDgZ+HlSmsOGtrmrhRem6CKuBuFVw0uhVeNH4VXkZ+T4hReJ7Ts78sRXvusKmlPKbwjR6WwYnkY585I4L45cV8goPC630wUXveZOj0ihdcpsd77U3jV+FF4Ffk5KU7hdULL/r4UXvusKmnPffeqQXdXCLEYEI8DIk/zy290+wIBhdf9ZtLn6z55WlL7gvmPRNHaGsJLr3fjgANT7n8pj9iLAIVXrUNQeNX4+Up45QVr/GFJHD8lhQVPRH21yACFV7Gz5ih+4QVVWPhiBGeclcTq1cDS9yK+SUFlzMPLSWvu9JG33gzj3DOrex0sEgE++rwTDQ3ufEcxj0LhdZ+u/sH4qKMzcuu3e4j7VEp7RAqvGm8Krxo/Xwmv8YLlt4uV/iYWH3AQWicuUWw9FhcE5Kvr6TOSWL0KePstCm+l94y774zhnjt3LToheTz5TDcm7pQdLzPSXyuStU1omfyZl0/XF+dG4S1/M1F41dqAwqvGj8KryM9JcY7aOKFlf18Kr31WlbJnLuGd91gP5OtsL7MY+NElqFv7O+0UOcHVnZai8LrDUeUoFF4VelxprRe9zq4e3HTXw9q/3Tz7QtTWVGn//08vLMLP78z8+6knTOj12dpNnWotUMLSQRrhFdiYasidzkPhdYdjkI6y4A8RXPWTzPVPvy35Rxcam9KeryrDn9xvIgqv+0ydHpHC65RY7/05wruTh5Tdv7yypJfUvvv+Z7h77gL89o6rMKhhAO6Zu0ArcfXM6dp/KbxqHdBJaY7wOqFlf18Kr31WlbSnXEZW1nn/b6Xw2pv+mLRG4XW/p155eQxPPhHF1FOS2Qlqr70a9lXMv/tUSntECq8abwrvTn5CZPduHK79teS9T7OjuPLfz542WfvMKMB+El45OampKY1Vq0LYd2QKX64I+2aC0vBX9kA4sS3b4znCq/bjl6UpvO5wDNpRpPCK2O4FT0QwYWIKTz9L4Q1aO9utj/46sVdjZtLa22+GfRXzb7euXt2PwqvWMhResTyibtRWhC9I4RVoRYjDhMPGQgrvipVrccPtD+LW6y7ByOYRaNnSpdYCJSz9ndOrtAvUPvum8dWXIew7Ko0vl4cw65oEZl+bKOGZFPZVw16s1Qoma5oQ6VqFLUcuRM/gzIMIt8IJHH5INVavCuGSmUlsawPE62wxC/vPz/UUftASlRTLyA56Z0v+wkUAACAASURBVGr227aPugE79vtZib49uF/Tti2E/fepRnU1cPn/k8DdOyewrd/sj+tdvy9+if7Lb9UaqGfwJGw58qXgNlaJaibvH985J4n160Ja3+juzkivX+4hJUJVtK8ZNqimaMeuhANXvPAKwf169fpsiIKZ8J57+nE4/JDRWn8wCm8y5f14NtmRpxwfwqJFwKhRwPLlwP77p/H55yH8/MY0brrJ+9098kRYO8l0XTNCHSuRmvIa0kOP9f6Je/wMo5HM+quiH6xcGcJjjwKTJwOvvub9vh3a8AbCrx6fJZw68EakD/w/Hifu/dN7440QTpgCNDcD3/9BGr+4JdNHEknv9wlxnqGP/w/CH9+SuV4MORapE17zPnSPn6G8f/zrOcDTTwH19cAh49NY9IZ/7iEeR2x5epHwzrWyLffkDmYEKl54xejuvD+80IeNmJx27U/Oxx2/eTzvCK+fQhrkK6nsCO/OkIaLLk3gltu8v4LSiIV1WjvJEd5Nhy9E9+BJ/GUrEpCvrq+eHcc3q8O+en3NPLyKjZ+juHFVrXvuiml7rtnoj0m6jOF1v1/I+8dpZyTx/LMR9B8AjBuXZEiD+6hzHpEhDWqwK154jfj0I7wiS0OQYnil2IwZm8KyT8P4l8NT+L/vhn0RmyfFJlk1FOnYQER3fI7N4/+IrqGnq/0CWBoUXnYCIwEKL/uEkcCYkTUQoS4z/lcCT/w+qgnvtFP9F9/t55al8Kq1HoXXwM8ovEHK0iDF5sBxKXz8kU+Ft6YJidpmVG9ZDK6qpfbjl6X1s/Fra4HOTvjiIUicP0d43ekDFN7icAzSUeV14pKZcTw4N0bhLUPjUnjVoFN4LYRXfByUPLwUXrUfS1BL+1l4+6+cg/rPrsk2DR+C3OmlHOF1h2OQjkLhLX9rUnjV2oDCq8bPN3l4P/k4jJOOq0Z9fRpNzWlthPf4E5J47ZUI6hvSWLbC27OvazY8h8FLz0Oi3/5IVg3jCK9iv9UX97PwyljNdLgaoVQ3tjddhrYxd7lIpzIPReGtzHbPV2sKb/n7BIVXrQ0ovGr8fCO8+hvYwIEZ4T1xahIvL4xoBLw+GUWKjVgmNFUzDLXrnkLX0NOweXxmIRBuhRMQN7KqKqCnB+jfH9i+Hb54CBI1lv1CTmTkMrKF9wN9SaPw3v/rmJaCasnSLjQ2ej9TAyetudMPzB6M9SEN3zk7gfmPRrXV98QqfNyKS4DCq8aXwqvGj8KryM9u8V7CW9uM2rWPg3Jjl17u/aTYDN8jreXWFBNRtrdn9vf6QxCFV739cx3B78uQU3jd7Rv6B6BTpiWyMbyX/igOv2XwcJdMaY9G4VXjTeFV4+cb4ZU3sPGHJRHvCWVHeEW2hm9Wh/DUMz046uikIo3iFafwFocthbc4XP1+VAqv31vQ3fOn8LrLs9CjUXgLJZcpR+FV4+c74T1qYhLt7f4T3t3+PlWL2+3c4xykqoah38r7kaxtRsvkZYotWNnFKbyV3f4c4WX72yFA4bVDqfj7UHjVGFN41fj5RnhvvD6GeQ9EcdyUFDa2IjvCu+abED79JIx758QxfYZ3lxfOCu+I85GobcKAFbdpLbd2aodiC1Z2cQpvZbc/hZftb4cAhdcOpeLvQ+FVY0zhVePnG+GVq+RMn5HEp5/sGuEV8ZpvvxWBWGVr1k8pvIrdwXfFKby+a7KSnDBDGkqC2TdfsuCJKK66PIaxB6Rw9DHJXjG84jM/hMX5BnaeE6XwqrUihVeNX2CE1+vLCw9bNAaRzpXoaLxIS0vGEV7FjruzuN+Ft37ZbPRfdX92uWlOZHSnX1x5eQxPPhHF1FOSOODAFF57NYyl73n/wVjWnpPW3OkH8ij6ByCxcJFceEJMWqPwuss639EovGqsKbxq/HwjvPrlY1/6ayQb0jBoELDgiYjnV9YasbBOaymxsIDY6tY8jkjXKmw6fCG6B09SbMXKLe534ZWhLkJ0RYx3fMBBaJ24pHIb1KWa698I7dWYwttvhn3xJojC61IHMByGwlscrk6PSuF1Sqz3/hReNX4UXkV+dotTeO2ScrZfUIS3c8T5Wqo6sTGu21kfMNvb78IrH4RE3fgQpN4fKLzqDN04AoVXjSKFV42fL4RXrrI2ZEgaF/wwAf0I7/7fSkEklRebl/OuUngVO2qO4hTe4nD1+1GDJLx8CFLvjRdeUIWFL0ZwxllJDBvWO6TBb6P/6jTKdwQKrxp7Cq8aP18Ir3HVJL3wjjso5fnE4bH2DzHkrQlIVg1FR+PFWovVrn8K0R2fY/P4P6Jr6OmKrVi5xSm8ldv2+WpuFN5/vBfB66+G4fVYf1kn/QgvhVe9j+v7Q0MDhVedaGFHoPAWxk2WovCq8fOF8D40N4qbbsjMsD15WrLXCK8Q3vmPRNHaGsJLr3drE1S8tlVvXozd3p2qTUzq2PN87fSqNi/WYjZFTG/7qJ957ZR9cz4UXt80VUlPVB/zL774m9VhX8T6U3iL000ovMXh6vSoFF6nxHrvT+FV4+cL4TWmGDKO8Hp9li2FV7GT5iluJrzhUBptbSEsWdqFxsZ08b7chSPL7B07mi/TFiPhaJ4LUAFQeN3hGJSj5BNev43++7lNKLxqrUfhVePnC+E1phgyCu9fX4hoi0/cfGscF8/0Xi5eCq9iJ81TXD4MHXpYEuLG1X8AMHBg2jd5NWVst6hiOlyDUKpLy9IgJipxK5wAhbdwdkEsqe8P7W3olZbMb6P/fm4fCq9a61F41fj5QniN8XhG4fX6pAOZU1OknurZmYJMxPXWbHgeHSO+h63jHlRsxcotHijhjfRDKLmDqepc6M5G4W3dEML8R6NayJMIffL6NuyN/RDpWpM5zTSw9mSuyKjSZhReFXrulaXwqrGk8Krx84XwTji0BqtXhXDBDxIYMjTdJ4ZXZHEQM3DPnZHAfXPiikTcL64XXkSqgWQ30jUjULPuj+BCA2q8Kbxq/IJY2pjVRdbxnru8n81FnGvNhucweOl5vZpGTHbdOvbXQWyuktSJwlsSzJZfQuG1RJR3BwqvGj9fCK9xtMY4wuv1V1J64a1qex+hZDu6hn0HNS1/pvAq9l8/C284vg3DX90jSyDNEV7F3pApbszq4jfh3f3dqdqkVuPG/MyFdY/Vq0OYML4G9fVpLeTNGNLQ3Q0ttWV9QxrLVnQV9iUsZYsAhdcWppw7UXjV+HleeOXFqroauOyKzOitUXjbtoXw0ANRNDalseQf3rtgUXgVO2me4n4WXhnbnYoNRji+GanYIITjW9A2+k5sb768eNACfmS/C69IYShCnii87nRUY38wCq/4Fr+M/rtDpHxHofCqsafwqvHzvPCa3byMwuv1C9bAjy5B3drfoWvoaaje9AZHeBX7rL54kIQ3WT0Mke4WpqpT7B+5hFeM4onRPDGKJ0bzvLqZjfCK0f9132716il7+rwovN5pHgqvWltQeNX4eV54Rcqxqy6PYeSoFM78TtJ0hFf8o8jV69VUVDKJvFg+tqblGU14dzRegn6rM5PV+Kqy8E584/UxzHsgCn2WBrGS0orlYdw7J47pM7yXtUPW1jjCS+EtvB+YPQQdNTGJ0WPS2LEjhEGD0/jLcxFfZO+o2rwIu797ci8YOxp/hG1j73EHUIUdRWTxuej7Vdl7iNkIr3wY8kMqQz83H4VXrfUovGr8PC+8xhy8orpmI7xezsVrJrzilXX/lXMovIr9V2bwOO2MJJ5/NpOWbNy4JN5+K4KrZ8cx66feFd66tY9j4EeXIlm9JyLdayCFd3vTZWgbc5cimcotrr9mtLeH8PFHYZw4NYlln4Z9Ibyi5WS6ulR0IMKJrczcodCdjfcQM+H18v1DoeqeK0rhVWsSCq8aP88LrxzBO25KShvFyyW8z/w54tlRPQqvYifNU9zPwitjuxN1+yHa8QWSdSMR6VjBiYyK3SVIwitWZ4x0raLwKvQJCq8CPJeLUnjVgFJ41fh5XniNOXhzCa+Xc/FSeBU7KYW3eAADeORcwvvlipBnH4qNzSBHeCm86h1UDpqIEJejjk71ydIgvkEOmMx7rEdbvp5bcQhQeNW4UnjV+HleeE86rhoir+b0GUns1ZjKOcLr5eUhh7+yB8KJbRDLx9Z985gWw8uQBsWOu7N4vhHeiy5N4JbbvJeXWda8ftls9F91PxL9xyK6/VOO8LrTJaB/SP70k10hDdvb4YtQF4GBwutSZwB69QdxDzELafDygIl7JMp/JAqvWhtQeNX4eV54jTl4c43wejkXr7x5tY+8Hv2//k1WeGtbnuXrSsX+K/vHJTPj2eVCp52axIInIpgwMYWnn/Xuqlpy5L9n4ARUbV2CeP3BiLV9oBHhRMbCOwaFt3B2QSxpfEtI4S1fK1N41dhTeNX4BU54vbh0KIVXsZPmKU7hLR5bvx6ZwuvXlivOeRvfEpoJr5ffEBaHSnmOSuFV407hVePnaeGV+ROHDEnjgh/umm1vlqVBYPBq8nAKr2InDajwDls0BpHOleje7XhUb3qt1wjv+inrkIo1FA9cgI+cS3jDYXh6CXLZJGLRCbH4RLJqKBCu4Vsgxb5qfEtoJrxefkOoWH1PFafwqjUHhVeNny+Ed6/GdK98qhRexUYPSHER2y1Gb8QD0VlnJ7IhDT/4t7i2VKjY1mzs9Gxt5YNQ15BpqGl9QRPecM8WCo5ii+kFR3+tGDQIvgh1kfmZxYQ1sTFLg1qHoPCq8XOzNIVXjSaFV42fp4VXLCZx0w0xjD0g1WvmbC7hnf9IFK2tIbz0ejdEaIMXtnB8G4a/ugfS4Wps32cWY3hdbBT9CkqnTNslvJf+KO7Z0X599Sm8LnYG3aGCJLypaANi2z/ictMFdhWzpenNRni9vjx9gdX3XDEKr1qTUHjV+HlaeM0WnRDVzSW8Xkwerh+t6djz/F7CW7PxJUR3fI6t4x5Ax4jzFVuy8orbEV6vLiOb7RdVQxFv+JfsCC9SKU1w2CcK789BEt5EbTOqtyzmctMFdgezZabNhFcc3qshcQVW3ZPFKLxqzULhVePnaeE1W3Qin/CKJSQ//cRbS8rmE14xI583s8I7sP6B6MBxqWxIgxjh9eLDj76m+n4RH3BgVnhTkXr2icK7hFYyl/A2N6fx0ANRNDalseQfXYrfUrzi+r5B4VXjTOFV4+d2aQqvGlEKrxo/Twuv2aIT+YTXi7kUKbyKHTRPcT8Lr1xWONFvfyTqRlF4XeomRsExvg3ywygehdelzgARsx3FVZf3DovLNcLrxZA490h440gUXrV2oPCq8aPwKvKzKk7htSJU+OdXXh7Dk09EMfWUJJqaeo/wytH+m2+N4+KZuzJ8FP5t7paUywp3D5qEdHRAVngT/cehdu3jXF64QNwU3gLBBbSYWVhcLuH1+luhIDQRhVetFSm8avw8LbxjRtZATCa47Io4qqt3VTRXDK8XU8tQeBU7aJ7i+jcADQ29hdeLo/36qlB4i9MvKLzF4erXo1J4vdVyFF619qDwimD7uQsw7w8vZEk+ct+1OPyQ0dm///TCIvz8zoe1v089YQJunn0hamuqtL/XbvJu2iazVdbEOftJeKXY9DQcju7dT+w1aS2245+o3vgytjddhrYxd6n9EiqwtEwof8EPEqipSfeK4ZWJ5M+dkcB9c7y3vLBcZa1zxPkIxTdnR3h7Bh2Dfivvh5idv/6EdRXYqmpVlq+wR45K4czvJPtcK/zw2pohDWp9QF9aPhSfcVYSo/bLZO7JNcLr9Ydk96iU70gUXjX2FS+8W7a147+eeBE//sFZmsSuWLkWN9z+IG697hKMbB6Bd9//DHfPXYDf3nEVBjUM0ORYbFfPnO5p4TVLJyO7Si7h9WJqGf1IXs/gSb2ENxLfytfXCr9//QOR8SbmxdF+fVVzCW/XkFMxYMVtmd/m1A4FOpVZ1DiiZ7xW+OG1tYzvjvcfh1RsICcxKnRls3kgFF4FoIpFKbxqACteeI34hAD/+Np7MWvmdG2UVwju3o3Dcfa0ydquRgH26giv2exaK+EVn3ttUgqFV+0Hnq+0HeH14lLTok7DX9kD4cQ27Gi+DJGOr7IjvEJ4+391N0KpbnC1Ned9JwjCq79mpGqGoXbdU+gaeho2j88MVnCzT8C4rLAomUt4ubywfa6F7knhLZRcphyF18BPCO11tz+IuXfOwohhu+Omux7GhMPGZoXXOAJM4VXrgFalKbxWhAr73PhAZHYT89rDj76m+uWmY23v9xLeujWPc3WtwroFrIT3mT9HsGJ5GPMe6+m1mE2BX1eUYgP++TMM+OoeILTr8D0DxmPjxDeL8n1BPqhZWFwu4fX6W6EgtBOFV60VKbw7+QmRnXnN3VjXsgkyhrezq0cT3nNPPy4b02sU3rYO78U3iirdfmsYd9wWwb8cnsK3T0z36iUv/CWMDz8I4ZRpKRx8SO/Pfv94GKtWhfCXvyZxzKTyr7ZW/eHVqP5yDpJDT0Ji8BGoXv7/Aol2dI+8AuH4FsRWzUdit8nomPQ/ar+ECiv9t8VhnHpyBE1Nafyv81NoawP+c04EAwYAl/0kqdEQ/Uds23Z4q4+HO1ai/0v7AeFqdO8/G5GtSxFd/xckBx6CxPDTEFs5H+HOleg45n+Q2D3zZoabPQLTpkbx5t9CWp8QfcN4rfjb4hBE37n2+iSuu6H81wezWvV/9V8Qbvuw90fharSd0W4PAvfKEmjol1liXLS33MyuFeIzcd8Q94+jj0njhYXey+wShGatr8u0B7fCCFB4Ddz0IQ0Hjt7XcoS33aPCe9tO4RXSeswk58L7gkeEt27xtxHZtAjxpguQqmvuJbwhpFG14jfav+846YvCfgEVWsrYP8xuYvLhxyt9QTZVdOMi1P7t20jVNiPefEEf4Y1sXASxT/fon6Fn9I0V2sKFVVsI799sCu/1XhXeFxsR6m7pA6D9rJ7CoFRoqVUrQzhwbBQNDcCPL7MW3m3bQvjt/WFt/9VrvfWQHJQmHEDhVWpKCq8JPn3crl9jePU5VkUcpn7LNWlN7PPaq2EsfS8Cr+Rf1U9OStQ29Zq0lo7Wc4JSgT9/46trs9eUXp2gVLPhOQxeeh6SNU0Qy00bQxqqNi/mRKUC+4UxZtN4rfBDnOawRaMR6VzVhwAnMTrrFLnmgeQKaRBH93IYlLPae3NvhjSotUvFC68IUXhl8Xu49PzTNZIytOH26y7Rwhj8mqUh1yproo75hNdrqWUovGo/8FyljemGzG5iXusLsi7GuG6j8EY7PudEpQK7jTFm03it8EOc5u5LjkXVtnd7EUhHG7COaeoc9QoKryNcJdmZwquGueKFV8bp/uWVJVmSQcjDq8+xOmRo75CGfMLrtfyrQ96agFj7hxD5VjnCq/Zj15c2PhDlE96LLk3gltu884rSUng7VzFdXYFdJQjCu9uSE1C97W2ko4MAJBCKtyNZuydajmXYk5NuId8CjT8sieOn7HpLmG+E16tvhZzU28v7UnjVWqfihVcNn3cXnsi16ITVCK/XRnD0s/HFuff/+jcIJduxvflyiJAGsciASE/VOnEJ4gMOUm3Oiilv7B9mNzGv9QXZONlR/z3OQaJu/z4hDaI/iH6RrG1Gy+RlFdOmqhWVubvr69PZ5aSND8fd3cD9v46hviGNZSu6VL+yKOWNb4WYl7kwzGarrIkjUXgL4+lGKQqvGkUKrxo/z660piq8Xsm/aiW8TEHlvAOLBUbEstNiuWmx7HSum1jrhhDmPxpFY1MaS/7hHbkxCo0xpEHUh5LjvF+YvcI2exvk9ThNCq/ztjcrceP1Mcx7IIqjJiZx1NH2Rnj9kLbOHTrlOQqFV407hVeNnyeFN9+iE1YjvOJzL93QKLyKHdSkuFn/yDVq46W+IKuiX3RCLCFsJrxcfMJ5v/nrCxFc9P0qyGWFc10rxAivGOldsrQLjY29w6Wcf6v7JSi87jDNNQ8k3wivV+P+3SFS/qNQeNXagMKrxi/QwiteWYpXl+XawvFtGP7qHkiHq7F9n1naaRhDGjjC67x1RJzdVZfHMPaAVHbxgFw3sYfmRtHWFsJLr3fDmO3D+Te7U8L4EGQmvOwXzlmbvcI2G+H1epwmhdd525uVCKLwivkgIuRJbN2DJrkDqoRHofCqwabwqvHzpPDmir2SVc03aU3s45UbWvXmxdjt3anZ9FNmwlu98WVtRnb7yOvRPupniq1ZGcXN+kcu4fVKX5AtY/YQROF1p9/KV9jHTUnh0MMyeVfNrhXytfW9c+KYPsN7CwxQeN3pDxMOrcHqVSFc8IME9BOf843wfvJxGAtfjODcGQncN8c7E10lEdk3xN9+TFNH4VXr2xReNX6BFt5yLx9qR3iZc9V5B77wgirtpnTGWUmM2i8Tm5frJibzMl89O45ZPy2/3Jj1CTPhZb9w3i/MRvTMhNfrr60pvM7b3qxErnkg+YTXqxNdZf1kOJT4u+XYZUjWNLsDq0RHofCqgabwqvHzpPDmy8Gba9RGj8ErNzTjAgNmI7wUG+cd2Li4QD7h9VqaOgqv8/a2W0KO6F18aSIbymQmvH4ZxZOpDDmB0W4P6L1fEIVXhkOJmm46fCG6B/srrIHCW1hflqUovGr8PCm8ZkKjr6ZVSINXJMeYb9VMeLnIgPMObHYjyzVq47URG7M+YTbCK2L1ajY8j66hp2Hz+AXOIVVgCbN+YXat8FqfMDYVR3jVO68+Rd2/npvEyy9FsgdNJoF1a0Pa33vpJi2Gw2mcfmbS02nrKLzqfcPPR6DwKrbe2k2dikdwv3i+lGR2Rni9ckOzJbxcZMBRBxKjc+KBSJ9rNd8Ir9fyrtoV3ij7haN+ITN3DBmSxgU/3BW6Yia8sk+IL1iz0XvXPym8HY0XIVk1jCnqHPWEzM76TC7HHpfE7+ZHbR1FhD55MbOLOHn5dkhWpG30nVo+dz9tHOFVay0Krxo/z43wyidzfY7VPz8dxVdfZp7I821HT0riyAkpiDytDz1Q/vyrFF6rFnP+uUw9JUZm9BOO8sXlyTRU5c7aIWo7eOn07MitXGjEbIQ30tOCutXztMVIxKIk3PITMEtJlu/h2MupyeQoXrK2CUgDka5VWuX9OEmpXP3WTHhratMYObJv1p50Gvj0k7B2qn4SXj9OdKbwqv0iKLxq/DwnvGY5Vp0Kr0Dihad046tJcV7GtGRcVctZB/b76klmfcJMeAUVxm7a7xu5+kWu8CevZe/Q11T/2lr/7xRe+/1BpCO86YZM6sJDDk3h9/Oj6NcPOOjgTPYO/ZZKAe8siSAcBq6cFcf8R6JobQ3hqWd6cNTRffe3fxbu7ikHUETubnHf8GO4E4VXrU9QeNX4eU545YVKv/65FN7Ro1MYNLjvE/qqlWGsWROCHOEVSLxw0bIjvBQbZx3YLEODOEK+EV4vZWoY8tYEiPhc+bpanDuF11kfMNtbTnTVZ+4Q++USXi/1CWN9jMKbrGnSRnn9OElJvWULO4L+AWifkWlHwuvVhyEpvLI/iDy8m45YWBigMpWi8KqBp/Cq8fOc8JotB1mI8HphiUgpN3K2tdkIL4XXWQcuJLemVyYxipoaF53IJ7x1qx9CpGcDRcdGF8nVL3IJr5czNVB4bTS4xS5BFN7sAMoe56B23VMQI73rT1inDquER6DwqsGm8Krx85zwmqUkK0R4vZCazExujCENovmk2IhYTRnXqdisgSwuYrPHjKzR6iZi7fSbndyaYqU1seJaOTfZJ/SrJEW61yPa8YU2QSnRb//s6cV2LEO4ZyOF16LB8vWLXMLbuiGE+Y9GtdX3yt0nOMLr/i9S/yao/wBnI7xeHf0ftmgMIp0rtbdDIr5fbOunrEMq1uA+wCIdkcKrBpbCq8bPc8JrlkuzEOGVIzhTT0ni4fk9ipQKK25beNc8zleWNhCbxXfLYvmEV+zjhZhuEcogRv3T4RqEUl2WNU5F+iGc3IHN4/+IrqGnW+5fqTvk6xf5UhjKPuGFyYz6tuMIr3pP1g+cRGPOhNcLgyVmBPT3E78uPU7hVevbFF41fp4TXrOUZIUIr0xNVq4RnEjXSgx7YwzS4Wps32dWtpVMR3h3Ci/FJn9nlq8p9fHddoXXCzHdMq1QOjYQofhWpCINpqMzoWQnIvFWpGKDEY5v5rLTFte4fP0in/B6NVaTwqt4UwMQNOHNLlhTNRQdjRejpuU5xLZ/BL+lJqPwqvVtCq8aP08Jb65cmoUIb7lH9cxW1BLnZCa8XG3NXieWrynFqL14kNFvViO88jXlzbfGcfHM8iwxLPuEEN1wchuSNY1I1O7dp/Lh+CbEtn9K4bXXLZBrIqMonk94vfrqmsJrs+Hz7CZCn0Soy2VXxLFlS8jRpLXlX4Tx7H9HMGFiCk8/W94QKFnFurWPY+BHl2ohT53Dz4G8Z2xvugxtY+5SB1aiI1B41UBTeNX4eUp4xYjLVZfHMHJUCmd+Z1c6mEKFV2R8aGsLYcnSLjTqVtRRRGareHY0L1yDVNXQbBmZUzNZvScQyqz+E0ps09LM+DGvoi0YLu0kb2L6pWPtjvB6IcRFzrJO1DQj2rXSUniTNXsg0rXOl+mHXGpyW4fJ1y/yCa8XxUZUmMJrq9nz7qR/U7h+vTPh9crCRfoKGnO6+3VhGgqvWt+m8Krx85Tw5sqlWajwlvOVpbxAOWkeP+ZVdFI/lX3NFiRxMsIrJyk1NqWx5B/W8bMq55qrrHPh3RORrjXwY/qhYvAzO2aulffkvvmEVy5QU9+Qhojj9cpG4VVviaAJrz5DQ6Juf22ApN/K+32XqYHCq9a3Kbxq/DwlvLlyaRYqvOWcfGAU3nj/cUCo72px0R1fIJTKLG9KscndmXON/tsd4RX7lXt1rYEfXYK6tb9Dom4koh0rbIzwUnitLm/6BQZOntZ3kYB8wiuOLd8CiUwNxjAZq+8uxufh+DYMf3WPXodmQuQ2qwAAIABJREFUHl5npOXDsVx+3OkIr1dW6tTXWp+hQWRzEZtcmMZPmRoovM76snFvCq8aP08Jb65cmoUKbzlzbcolZAEhuWl0DzwaCGWWr9RvVW1LEUpu1/6Jy8jm7sxXXh7Dk09EcdyUFA49LImeHmBDyy6eHR3A889GUFeXxmln6OJ7Q2nstVdmsRKZm/neOfFeyxIr/oRsF5ejNPEBByPW/oGl8Cb6jUJ0x3Lt+FxlyxxzvrhuUcJKeMWSxGJZ2XLGdutrpo/9l+FP4mFZTFDaOu4BdIw433Z/q9QdjVk7nAqv4OaFrC769jPL+OPHTA0UXrVfJYVXjZ+nhNcsQ4OoXqHCW85YLCk3ToSXYpO7MxsfhlrWh/C7+VFbvV/m7C33AhQUXlvN5WinfPG7doTXC7HdVsIr3vxUb1nMGH+bPSNowmvM0CAx+DFTA4XXZifOsRuFV42fZ4Q3V4YGFeHt7s68xhbbmo2ZsIFSbXKVNQqvOnGz+F0pvJEI0K9f3+WmxbeKCYtik8Jb7jhe+Vqyp+FIVG17x9EIr59eW6q3uL0jWMXv2hHecl4jzGppNsJL4bXXH+ReYtT+ou9XYa/GtPYmp5ARXhn+5IUczcYMDbKefszUQOF11peNe1N41fh5RnjlRcqYoUFFeEXZcsVt7pp4Il67pyxDGpJVwxHpWc9VtUz6s1n8biE3sXL2B/Hdu1ZZOxbVW96wJbyhZA8XJclxjcuXf1cWsQppEPvJHM3zHuuBWRyw4iXWUfH+K+eg/rNr0NNwOKq2vauV7d79RFRvfBkdI76HreMedHS8StzZOPm5kGtFOSc8G9vMmKFBfu7HTA0UXrVfJIVXjZ9nhDdXhgZV4S3XhYvCq9gxdcVlnKaM3xUfFXITE+XKGbNJ4XWvT4gjnXRcNcQo7xlnJTFqv955mZ0Ir8zHe9GlCdxyW+8lq909Y+uj6eVGhDGIrXPE+ahd+zgntVrj0/YImvDK+SAii49+6flIT4u2xHCythktk5fZpFPe3Si8avwpvGr8PCO8+SafFBrDK9CUY8GB3q8lv7E1whvvP1ZbbMBvK+codj9bxc3iNAsV3nLFbMplhVPRBsQHHGJ7hBcII7rjcy4vbOgpMsxF/LMMWTHrTHZGeMsd6qI/b5nJQ8hNzYbntY86Gi/SxIaTWm1dLgInvNmUZCPOR6K2qRcEmanBL5NaKbz2+nCuvSi8avw8I7z6pSD3auw9WqMivDI1WSlHbwoR3p4Bh6Cq/X1OTDH051xxmoUKb7lyr+r7RKJ2H9vCm6zagxOWTK5xVmnqnIzwin3LFfpkrJpebsSortjEgjR+ExvF25JScePKe4VcK8qZ0tJY+eGv7KHl3d2+z9VIh2t6fdz/q7sRSnWj5dhlSNY0K3ErRWEKrxplCq8aP88Ib64MDaJ6KsJbjkwN8rVkJg7vPVsjvF27n4Caja9wVS1Df84Vp1nITUweWsZsPvVMD446um/uVsWflGlxCq+7VHO9EVq8KIx1a3elq9uyGdixI4RBg9Po12/XOYw7KIUxY3c9WJcz1EVPRi83/b+6Jyu8YpEBIT1+ERt3W9vZ0YyDJ4VcK7wkvGYpySQRv6Umo/A668vGvSm8avw8IbxWq2ipCG85Xlf2jsN706bwnoKajS8yTs/Qn3PFaRZyE5OHLkfMppxpLXKqpmKDHY/wbm+6DG1j7lL8tQenuHxANi4z/eenI/jqy775ro01P2ZyCkccuethRy4zLBafEItQlGOTi06kw9XYvs+s7KiuGOGVYrN5/B/RNfT0cpyeb74zSMKrD4Xa0XwZIp0rEelchWRtkxa7W7v+KV+FPFF41X5GFF41fp4QXmPeRGOVVIRXHKvUScT1y0DWrvuTLeHtHH4uatc/6bulIhW7X97iIvxAxO+KzRinqSK8ctS/lMsM6x+CRFyu3SwN8YYJnLBk6CUyo8uQIWlc8MNEr0+l8DY1pzFgQN90dS0tIWxsDcEovPr0ZOVKRVWz4TkMXnoexMpqHXue30t4ZQoqIb/to35WzJ+d748tH5Iv+EECQ4amC5rgWu6c3bIR9G+GRJ8QExlFX+gZPEkbHPFbv6Dwqv28KLxq/DwhvDIeb+wBKdO0QKrCW+rlQ3vH4f3elvDu2Ovf0O+b/9Ja0y8TEBS7nmXxfHGaKsIrvrjUMZsUXsvmtr2DcdU9fUGVa0W5V+Izpp+ScbtCcqMdn6N23VN8A2SjlxjD4wq5VpQjFM6sasYcvBReGx0gwLtQeBUbd+2m0i7IYHa6+VKSif3lTayuDohGM6M2e++T0mLyvvoqjM2bQtpSs0dPSuLICX3TE5U6NZmMuRKTDPp/dZ9t4a3Z8BdEejagdeKSXulnFJvYt8XziU0hNzE9iFLHbNYvm43+q+7Xcqoi2cMRXoVemW91NRXhLVcGD4lC/2YoUbd/rxFeEb8r4nhFlo/1J6xToBf8okESXuNDkFF4/ZaLlyO8ar8/Cq8aP0+M8OZLSaYXXn1VxWhwQ0Man3wcQVtb5pNcwltqudFPMhiw4g77wrvxFS4yoGvkfGKjKryllhv9qH+4c7Vt4e0aegbk5CWO/GfyKItVtMzCGfTXitGjU9pENeO2amUYa9aETK8V5Q5r0D8oi9n4+hFeUQ85cY0PxPlvekESXpmmTjwoi0nQuYTXLynrKLxqwkbhVePnCeHNl5JMfxNrakqh/4BMhcVystGomIENrF0TxsaN5jcxsW8pZ9waY66cCG+s/WNtdSXm4hVtFsE5Z+YWG1XhLfWSsoUKb+fw6UxJpbvGyVH/oyYmcdTRfd/mqIzwiq8pV1hD9rpRNRQdjRdrNTYKb03Lc4ht/4jXhzz3PJnGUP9AVMi1otTXh1xVMubgNQqvvp/44YGYwqsmbBReNX6eEN4Jh9Zg9aoQjDOuZdVUb2KlHM1TEd7ojuXMubqz0W+8PoZ5D0Qx/rAkjp/SV2wKuYkZfyqlXFKWwqt4odpZXI76ywlJxqOqXivkZKWppyTx8Pwed07axlFkyIsYxdPCXkyEl3G81iDNJkAXeq0o9WRns9rJNHUiQ4MIZzETXj+lrKPwWvfhfHtQeNX4eUJ48+Xg1Y/wFvKaUpQv5QSEvhNP7Ic0hJPtnJiysz/LmdbTZyRhXIhE7FLoTUz/cynloiT6/Kqxre/ZDmkQI7x+uqEpXo7yFs+1CIm+kKrwyoVJxDFLma1hyFsTIFJQde5xDkT8rpnwhlJd2fCW9VPWIRVrKCZuXx47SMIb6VqJYW+MgUxTJxrETHj9lLKOwqv2s6p44e3s6sFNdz2Mv7yyJEvykfuuxeGHjM7+/acXFuHndz6s/X3qCRNw8+wLUVtTpf3thUlr1sKbya25++5p1NT2jcvbti2E9rYQjpmUwhET+i4kUMpcvErCm4ozBRWAfOnIZKeWwqu/fNTXAwccmIToD59+ksnFGg4DV86Km15lStkv9HHdVZvfdCS8fksur3ZJz13aatTfjYdjcYxSjvyL7zMTGzPhFf/mJ7kpVj/Id1w3hVdmcinlg4++bjJNXaLf/ugcfo72kZnwytRkfsjVTeFV+1VUvPBu2daO/3riRfz4B2dpEvvu+5/hutsfxNw7Z2Fk8wjt77vnLsBv77gKgxoG4J65CzTiV8+c7gnhtcrBq7+JWXWVXJPWRLlSvZ4yxlw5ieFNxwZpIziVPhPbzrKxbgiv6BelSk9G4bX69Vp/LkOfcoUzuCW8pc7B2n/lHNR/dg30YpNLeEWMf/XGl9Ex4nvYOu5Ba2gVtodZxp9C3waVOruPsamymV0GTdLy7uYSXpmpwQ8T1yi8aj/IihdeIz4hwD++9l7MmjldG+UVgrt343CcPW2ytqtRgMs9wmtPeNVGeP0ivKnqPThBCUC+dGSyvxd6EzP+Xko1SYnCq3aht1qNUR5dNaRBHEeO/Nc3pLWwhmJvg5dOR82G57VlxYW0yM04aU38O9OT5W+NIAnvsEVjtJXVOhovQrJqWE7h1T8ceT3UhcKrdjWh8Br4rVi5Fjfc/iBuve4SjBi2uxbuMOGwsVnh1X8uRoDLLbwyzdDIUSmc+Z2+4QhujdrIxSeWLO1CY2PfsAi1brirtHHdcycjvEJ461Y/VPG5eO2M5LklvKUYzTNOZHQa0iBn528d9wA6RpzvVlf11XHE7/emG2LItTiNm8IrjlWqxWrkcsLiO0XebpGOLJ/wis/kNYLLDPftwkERXrmksD5+V9TWLKRB/LtcYtjr1wgKr9pll8Kr4yfjeaXgyr/PPf24bEyvUXgTyb4z4NWaxFnpW24O4Re/CGHy5DSOPda87BNPhPDFF8ABB6Sx22599/nqqxBWrwaOPz6NY44xP8Zjj4WwciXwP6+I7yme8Eb/GNFOIHXAjdp/w5/+EkingGgDEMqcW3rgIdp/Q1vfB+LbASSR2vdioHYEQl89ilDHSiSPfxXpoTmAOEPsq71FG40aGUZ1NXDNNbnbae1aYN68EPr3Bw49tO9+qRTwt7+FtBjeG27IfZyWFuCBB0Jo3htYvrw4v4XQhjcQeW0K0nXNSO/zA4RaFyO04TWgrgnpfvv0bZ+eTQht+xgYsB9STd+FKB9qfUPrU6kDb/JVe7p1smefHcJzz4ZwxhnAwQfnbk83rhXinBcuBP7+9xB+/vM0brypeNeL8NePIvzOhUgP+BbSTef1whX+5JZe1xL5YWjdQoQ2v4PUflcgdei9biEOxHEuvDCE+Y+FcNJJwJFHZtpNXisiEWjXC7GJ/44cmcb27cCKFSFs25aJ99dfK555BvjwwxDmPZzG979fvD5gBj78zr8h/PVjSA8+Euk9pmZ3EdcBcT0Q94b0kF33h9DWDxBa8wzSAw9Gcuo/PNuW0UhmbgW3wghQeHdyk3I7fOjgbHyuUYDFrkbh3bC1uzDyLpW6644IfvUfUUw8OoWJx5gLx5+eiuDLFSGMHpPC4MF9v3jlyhDWfBPCMZNTmHCU+TH++PsIxGvRPz8Xz/k9qlWq2rQIA985CcnaJnTtdYF2uH5f3K4tPKHfZDyWmGygbWmgs+lCpGr2QFXrS4htfRfbx/wKHftcrnpKvisv2umKy6IYtV8KZ52dW0DXrwvh8cci2mp7Bx/Sdz8hvEveDms3satnJ/Jy+M19UYi8m//3gx40Nrl/YzP2i9imv6Fq8xu9zkn0mWRts/YKM9K5Svss2W8Uukach9imRRB9Zcd+N2DHfj/3XZu6ccLDBlVrh/nJlQntYSjX5sa1Qhx7+Rdh/Pefwlqu3/9+3nzSoxv1anjvXFS3PIeeYacjXr8rnCFz7bhV+wrR7vot3N2C2lUPaf1l0/H/dOM0AnOMs06LaXnXz/tuMvtbltcKfSXFBNcDx6U00RXZP8RmvFa89bcw3nozjP/90wRmX2v+9rEY4ELxbdj9tW8hlNiKzqaLkarOhDOIrWrzIsQ2LUZ8NxHXmwlTlFvdil8hlOrG1iNfQs9uvT8rxnkWcsyhA/P8eAs5YIWVofACMJNd2Q+8HsNrtaywqIcbcXmlmIBgfHUtzl0LaUinEO9/IBDKDPGmYgMzF9j4VkQ7liOU7MSOxn+DCGmQM27bR16P9lE/q7CfMyBn4udaWEACcSukQRxP9o15j/Xg5Gnu39hyhTToG1cIb6KmGdGuXcKb6DcKIi1ZpfcJq0VI9BzduFaI45Vq1TUZAiXzrOrrYhbDKz/nqmvml0azRYzktaKmBth3ZObhWCxRLx6WEwlg+/YQln2aeTjWZ3Qp5YJFvdp9+S+1uRzJmiZ07Nk7hClXSENGhhdrIQ9entDIkAa1W3rFC6/ZKK4eqdezNEjBOW5KCoceVrwY3tdeDWPpexHcfGscF8/MP+JXaJeUKcl6J4+3n4dXCK+I3RITWLx80SqUj51yVqvuFUN4i31jk7PwZb9wGsNb6cIrH4pzLUJSDOHVPwg99UwPjjra/QchmXYqqVtdza7wikwNImODH1JR2fndu7VPPuEVgnvQwX3bUbwNemdJxBPCK2K6hy4arU1O7BxxPhK1Tb3Q5BNekae538r/hPivV5efpvCq9fSKF14RojDzmruxrmVTL5IXfXdaNrTBy3l47QiOG6M2xZYabTR355N5ty6NjNNJazLFjDjGpiMWqv06fFha5mS+7Ip43lfXbo7witfXz/53BBMmpvD0s+6H+Bj7hVPhrfQ+Ia8RZ5yV1EJd8m1uXCvk8eVD8tWz45j1U/cfkgd+dAnq1v5OW1lNPAwZt3wjvLJPiLCGlsnLfPhLL84pm63aWei1Ql4XSrnqnrxWmI3uCmL5hFc/yts9aDI2HfHX4kBWOCqFVwGemPeTTqfdD7pTOydflS53loYgCW82b6LuBkbhtf9zkKmn6uvTlqPwhd7EzM5Grq4l4neX/MP9NFQUXvt9wGxPuZyw1UOQKCuFV79IzZAhaYjX2Rs2hLChJYT29hDy5eyW51DsByG5+p5MOyVkRn83E3+LTTz86rd4/TikowPR/6u7tZjNlmOXIVnTrAY5IKXNFjEq9FpRyhU6BX65AIn4/2aju3aENzPKe7/WL7yYxYPCq/ZDo/Cq8St7WrIgCa9x0QnRNE6FV7986NqpHYqt66/idnIyyxoVehPLRaSYC5NQeAvvh04egvTCq/9GkcqsoSGNTz6OoK0t84kd4ZUPQsXIxyvTTolFZkT8buZacZstUCLcSYzsynR1baPvxPbmypvgagbLz8K7299PRvWWRYj3H4euYaeb9gWrEV5RSC5OIvpI61FLPLUENYXX1k88504UXjV+FF5Ffvribgiv/sZXacLrJFazZX0Iv5sfRVUVMHSYyWvuNPDNN5nZ1+KVtNVWzEmNuYTX6pzkpLVKDmmQebr3akxj+gzrsILeI7wZwkOGpHQjvGG0t9sTXlG2WMvLmsf7Z4RXTGA02yLdLUCqW4vvFzIj4/3FghWbx2dW0Kz0za/CK+O5Rd5d8QCkz8esb1M7wiv2l7mavTb5mcKr9gul8Krxo/Aq8tMXH/LWBO0mpF8Zx+kIL4U3BqsMDYKR2dLCZk1pnHmdq7kpvC7+EFw8lJ0sLvqvczOGVxy3WP1CXis69zgHibr9tSrIEV6ZttCIMdb2IUKJbVnhreS3QWZdLNdqfIW+DSp2qJOsg36iWq54brmvXeGN9LSgbvU8rZiXJrBReNUujhReNX4UXkV++uLGVdYyNzFnWRr0T+deulC5iCnnoS68oAoLX4zAzuQkt0d4izlByRjbzUlr9nuTnWWmiym8YoT500/CuHdO3NYIs52a5Vpdzanw6q8VXozXtMPCzX1yhUQVKrzi3IoZ6iTrLicv5pqopmdkV3hFGZnJQyxXLe4lXtgovGqtQOFV40fhVeRXFOFd8zgiXauw6fCF6B7ce8KKi6fruUPZieeWJ61yEzOreDGzeBhDXSi89ruekz4hjur2CG8x+kU2HZkhz2ohwsv0ZLv6kh+FV+boFrUwy8Vs/KU4EV7xBkCM8ooUZ14JbaDw2r/2me1J4VXjR+FV5GctvJm4PDE5xWwLJ7cD6WSvMIg6Ci/2asyffqqShFfcsMTM60pMQRVE4c2VjqwQ4ZXx3V4axXPxkuroUH4U3mGLxmirK+pTWeartBPhFceR/UPcf1qPXlL2bB4UXkddus/OFF41fhReRX7WwpsJabDaduyVWWlNbJUqvGY5NHNxc1t4i5lzU3WEVzCQMlRpExnt5mWW/cTtEd5ipKaSkqOP9de3sd0YXlln2TfWT1nnqRn5Vtc8tz+3El6r7zOL9y9mSIOcuKjP1GF1jk6FVxyvdv1TiO74HF1DT9dSlZVzo/Cq0afwqvGj8CrysxbezAivSDUjlxbWl4nu+AKhVCdHeAGYzbAulfAWQ2zkuVN4C/+ROekT4lv+/HQEX30ZRl1dGtFo3+/t7g5pywYfMzmFI460Xj3N7X4hc62K2fjb95nV6wQLGeHVC83WcQ+gY0TvpWgLJ++/kg/NjeKmG2IwrsinMsG1WJMWrVZUy0W/EOHV5+Ytd5gchVftd0XhVeNXduGVE5XEajYHHGg+EurGqE0xYvH06GVeTeMyoQVNWqvQkAYncuP2CK/bYqPvGxTewi9STvpERnij+OrLkOUX2snDKw7idr+Qy0wn+u2PzuHnmApvWhf+FK8/SNsnk6Fhu0hals3SIAvLvKuVuhy55JAro4fKtaJYwmu1opqbwiuOJZcnL/cKbBRey0tT3h0ovGr8yi68dtIOuSG8xbpwSfxy8oFxpi2F134HdSI3KjcxszNyW2wovPbbPd+eTvqEfoS3qTmNAQP6LsLZ0hLCxtZQ2UZ4By+djpoNz0PkzhVxt/rNbOEJGd4ghEXb0kDHnpk8vHKTKajEq/H1J6xzB7wPj+IX4dWP7hrDWqywFzLCK47plVFeCq9VC+f/nMKrxo/Cq8iPwusSQIY0ZEGG45sQ2/4p5MIT4oNKj+G1s3hIRngzI7yjR6cwaHBf4V21Mow1a+wtLSyO5/aDkFxO2GxGvtbGaUAsHSy3dGyg9n9D8a2I7vgSoeSOPsIrPheTGsXkxkpLZai/+vhFeOUov500ZOLNoRjdl5toY5GLWbwF0E+ETlYPg8jhm2+To7zlXKiEwqt2v6TwqvGj8Cryo/C6BBDA6H1r0N4WwsWXJiCWc823VdIIbyWvtOZ8hNe7wpt9C1Q1FB2NF/fp3oXG8IoDcZlhwC/Ca7boSK5rnRzRtbrKitX5rOK39QuVlGuCI4XXqiU5wqtGyKL02k2dRT2+1cHtLB3qxqiNXCJ0ydIuNDbmlymrc871uWsLT1RoDK+TFFRuC28xY7yNr7GZh9f+L+zEY6u1hR+mz0hapqorxgjvJx+HtcVQzp2RwH1zrJeozlczuQBJT8PhpqNxKsIb7fgcteue0sIkvLLIgP1WdmdPPwhvvkmLZhSk8KaqhkKM4hq3cGIHIp1fastRWwmvKCszNpRrgiOFV62vc4RXjV/ZR3hzpZLRV8sN4S1mehl5rhRetc4YVOGVE1Rkrk0Kr/1+4qRPFEN43XwQypWOTNJQEV4vjN7Zb9Xi7Hnj9THMeyDaZ2lylYdjt1faq1v7OAZ+dCnMJi3mE14htPq4bbmvCHWJtX9kW3hlWMP2psvQNuau4jREnqNSeNWQU3jV+JVdeMUIyknHVWuvsMWrbLNNVXhFGiIxwjugPo3PvuxSJJa7OIVXDa0TuVG5iZmdpZtiYzw+hbfwfuFkuWkvC6+dkT0V4fXC6F3hrexOyVzXD5VrhdvXBeO1wKrm2ZCGcDXS4RqT3RMIJXbYFt5yh0dReK1aPP/nFF41fmUXXnH6VnF6MrdmoTOv3Z54kgs5hVetM9rJ2CG/QeUmZnaWMovHvMd6cPI06/ysTmpK4XVCq/e+TvpEMYTXrewucqKSyMfdNex0UyCqwlvp6cn8ILwyvKlzj3OQqNvf8ofhZgyv+LJyr9pI4bVs8rw7UHjV+HlCeK0mK0nhtapqrmTyxVxFS39O5sJbwMIT38xDpLsF5U4SbsXb7c+dyE2xhPepZ3pw1NEUXrfbttDjycUExh6QsvUgovo2yHie8x+NonVDCC+93p0zT7iduslczGbpyGR5VeGVMlOp6cn8ILzGnNxWfcftGF7xfeXM+ELhtWpxjvCqEbIoXe5Ja+L0rF5lL14Uxrq14WxNtmwGduwIaWmH+vXbVcFxB6UwZmzfxSvcfi2VC+mwRaMR6VzVa9U0s9yaZuX1+RjLeUEqamezOLicwDhyVApnfie/dLotvHJS47IVXZYZIpwyUh3hFamJRO7WSlxYwE6Mv7493BZeN2L/Rd7V4a9mlg3fvs/VOV5N7xIRp0sL6+tft/ohRHo2VNzDcr77iMq1wu17R6HC61YML4XX6dXbW/tzhFexPbwgvFdeHsOTT0Rx3JQUDj3MenTtpb9G8PFHYZw4NQkhuVab2xMPcn2f2cWsdu3vEUrvOsdI1yqteLJ6TyAUyR6qa+g0pGKDtb8rVXil3AwZmsYFPzCP55bAVG5iZu3nhtjk6hc1G57D4KXnZSeqOJ20JieatI+8Hu2jfmbV3QP1edu2EMaMzMQu2snF66bwipFdMcIrRpdffqO7YK6y/a3yrqqO8IoTrN74MkRoQ7kmJRUMyYWCfhjhLTSkwS3h3RXS0ISWyZ+5QN3ZITjC64yXcW8Krxo/T4Q0yFfZxjXQc1XNqfC6FYdnhdrO03v/r3+DULId25svRzpa3+eQ+tnWa6d2WH1l4D63iucuhvAWO8bbuAofhddZtz1yfA2+WR3SHoLEw1C+zU3hlSnJxLLnD8/vcXbSur1lOjKZpSPXgdwQXjkpqRLTk/lBeAudtJasHopUVSYtWTpSA4gJbKkuhHs2ItrxFSetFfzr9FdBCq9ie3lhhNfpa0unwitH74rxulqPP3tj2/1EiFybZpuV8JZ7Fq1id1Iubldu3BzhdTPXqhkACq9at5CZGoR4HnBg/jc6bgrva6+GsfS9CG6+NY6LZ+Z/45CvhtmFBkacj0RtU85d3RBecXB5nHItLqDW2oWX9oPwyrRk+SYv6gmYTVqTo72RzpVaCJ3Y7ObhLffERo7wFt6/RUkKrxo/T4zwrl4dwoTxNaiuBi67wjq5uxPhFa9EH3ogWvSUZNqNZvkvtZtNvpEcCm/+DmtXbqTwWnX/cBi4clb+PuWW2OQ6F5mSSkwmEkvKVm99C1WbXkcq0oBUrKFPsVCyE5F4KxJ1+6Fzj3NRt3Mhks3j/4iuoeYz/K04+PlzJ2+A3BReOWFNZSKjPn5XhKTk26SoCnkx28REVqS6tVhus5ysskyl9hc/CK+IxxcPQPJaYPW7NEtLJhagSFUPQ7i7BZGuNdpy03aFlwtPWBH39ucUXsX28cIIr6iCzNQghFeIb77NifDKDA0TJqbw9LOFx+HZwWzn6d1KeOUTeCXG4AnGduXGTeEtRcjN8+ttAAAgAElEQVSLPoOHFF6rPmUU3krL2iH5OIntVk1hKL9T5u4Wf6/ZWPhqlMbRfTvCa9UvrIS3UmO+/SC8om2HvzIc4USb9vArxDffJoXXrRje/l/dAxE213LsMiRrmq26muufc4RXDSmFV42fJ0Z4RRWsMjXoq+lEeN2eZZv34rR5MXZ7dyryTU6xFN7NiyEucpU4QUmwdRreItujvQ14cG4M/QcAl/7I+i2Bvh1LEfKiF95I52pEOr/OnkKkez2iHV8gWTVMm9gmt3TVboj3H4u6nWnqxJKxIjazEjcZ2231QKyawlCydetBWb71ybWcsL4t3RrhlcsMixRom8cvqJju4hfhHfjRJahb+ztteelcoW+y0dwUXhkuJ+S5HBPWRJ0ovGo/RwqvGj/PCG+uZSHNqudEeIu5oIDx3Iyvrs3O3Up45SunSn197XRWvqrwyglrqjPxrX6GQ948ErHtH6HTJI4z1vY+alpfQLz+YHQNObXPoSo1a4cehJSZM85KYtR+ueN4VVMYyu+UYS4iM8SsnxYev2t3wpr4XrdieCt1HoC8hxiz/ajE+xcjw498EyhCEzr2uijvpcNN4fVCBg8Kr9WdIv/nFF41fp4RXic5WJ0Ir8yvumRpFxob88/wVkSpFTdbfEJ/XCvhlfF3lfr6WrA68dhqfPpJGNNnJLFXo3XaOVGm0BFe+QbgoksTuOU2ZyPDTvpLvgweFF5rknZDXYxHcnKt0Jd1I35XHM9O5hb5vW4Jb6Vmesm1cI2K8BYj3Ekf120V1uCm8PZbeb+20lo53xRReK2vdfn2oPCq8fOM8DqZuGb3JiYnrO3VmMY7S7sUSdkrLkfy9AtJOBFejuYBTkb7VUd4S/UGIN9rzHzCm00z1X8cWo9+x14nDOBeTuJ49dW3e63Ql3ErfrdcwqsfLa6k1IZ+EV7RPnbDGtwSXhnmUs5wBm1AaLfaAF6dSlclCq8ia69MWhPVsFpiWFbV7k3MrTyaThBnR3RyrJWeb4R319Kg9Vh/wnonXxuofeVov3hQmT7D3uvkQkd4SxG/qwlIngwedoRXZP7YdMTCQLWz08rION6LL03YXg3P7rVCfy5uxe9SeJ22sNr+fhJeuRiJVbYGt4S3puU5LaSq3HNDKLxqfZzCq8bPMyO8ohp2U1LZvYnJ+CvVPJpOEFulJssnvJUae2fkq4/jtZqkpDLCK8Wm2PG74hzzZfDIJ7yVnrVD3zfsXh9UR3jdit+l8Dq5cqrvm0t4W9aH8Lv5UdTUpjFyZN+wtnQaWgiV2Iyr+RUjpEHWVC5FbxbXL/dxQ3j1IS7lys4g60PhVevnFF41fp4S3ofmRnHTDTFYrbhmV3jdisNzgtgqNVk+4S13UnAn9Sz2vnYnKakIr5tiY8UjX3qqvMJb4Vk79Fzl9UE8oJw8zXoJclHW7rWi1/c8EIV46Hrp9W7LhS6s2l0uJSsyJlhl2JDhTFbHtEpLFulpQd3qeVpu1nLNxreqQzE+F3J61eUxbSloff+QwmvnO43CK+8hbvQF4/fLCY35FqFwQ3hF7t+aDc9r+eHL/ZaIwmunF+beh8Krxs9Twms3Ts/OTczNODwniK3ybuYTXjmLttyvnZzUt1j7OpWbQkIaxIIkbomNFYd8GTzyCW+lLiJgxlOEKJ10XLXtBWoKEV63F6qxeuOjr6dbwlupb4pypTTcsjmEl1+KZFEnk8C6tSHtbxE2JbdwOI1zpvd+kJIhTyq5mHNdG+Q1IR2uwY7mf4f4r3FzQ3hlWsOt4x5Ax4jzrS5VRf2cwquGl8Krxs9TwiuqYiffph3hdTMOzynifJka8gkvMzTsIu1kEqMo5VR4WzeEIEZvSjmhMVe/sCO8lZy1Q//7s7v0tCxj51qhP/4/3ovg9VfDEMsYPzy/x+lPv8/+MlYzX27uXF8iBdhqhbY+krTxZYi3RZX24Gw3h7eTa0UxhVe0m5zzkesNgKrwytH+VNQb80IovGqXFAqvGj/PCa+dV9l2bmKlfF1tbAIZm2WWqSGf8MpVcNZPWWe65KxiU/uuuExPZpV7tRDhlf3j3BkJ3DeneOnI9NBzZfDIJ7zM2tG72155eQxPPhGFMddqrs5t51qhL/vMnyNYsTyMe+fEbU+YzPfDcrK0sPE4hQqvHNGrtIckPwqvVU5eVeGVk9W8snInhVftNkzhVePnOeG1k2/Tzk2sHPG7sinyZWrIJbzM0NC3I8v0ZHZiNp2M2ohvkuEM8x7rsR0PqvhTy5mTNZfwyskmXhmdUa2/G+WdZvCwc63Qn1cx8nZnFx3JkbnFzRHeSr+OyDeExlhcPWO71wr5FqjYk1rlUsNmAyRSeFPVw5CsGtqnq4STOxDp+FKL1zYLVyj3UsLGE6bwql0FKbxq/DwnvHbieK1uYuWK35VNkS9uL5fwVmrcXb7u6ySswe5NTHyfvJENqE/jsy9Lk59ZfG+uVbdyCS/7RN/e4XQlPqtrhf4birXqXv+Vc1D/2TXastGdw8+xfcUuZIS30ie+uim8sj9MmJjC08922243pzvK64LZ8tNSeK2OaSa8crKamBTnlRzeFF6rlsz/OYVXx+eeuQuwd+NwnD1tci9qf3phEX5+58Pav516wgTcPPtC1NZUaX97KQ+vPGmrfLxWN7Fyxu+KOuSL28slvFU7Z+N75dWT2s/SvdJ2wxqcCG85whkEESk+xhtbLuGVNywxK3/ruAfdg+rzI9ntE6KaVtcKPQrZL9xedU9OThLfZbWylv58ChFeuZpWpS5NLmO88+VqtnutKFUed/E7H/LWBG3S2vZ9ru716xSfif/JTYzgh+LbkI41QOTwlVuyahi6dz+xV1m5TL0XJqvJE6Pwql18KbwA9EL7i2su7CW8777/Ge6euwC/veMqDGoYACHFYrt65nTPCq9Vvk2rm1g543cF1Hwz8nMJrxcvTmo/TXdK283WYPcmJs6qlNkZ9BRyZfDIJbzyIajSJh9Z9Rw7YU/yGFbXCv13FTMMKruy1qBJ6Bk8yaqK2udOhVc+IFVaOjI9TDkHJN+y5HavFXLZcREeMeun9hbAsdWwJjvZDXuRI76iD4k0Y7k2GdoiPvfSnBAKb6E9JFOOwqvjZzbCa/w3owB7cYTXSnKsbmLlEhp9V5Yz8sUTuz7dTC7h9cI652o/xeKUlmEN4uj5FqGwexOTrylLmZ1BktGnIdKP5OQSXqYkM+9TMj1ZfUMaYiQv32Z1rZBlix0GJR928qWgMtbDqfDKa4iXRvSKc1XIfVS/Cq/dsBe7wuvV0BYKr9ovgsKbR3g7u3pw010PY8JhY7OjvitWrsUNtz+IW6+7BCObR6B1a+liGO029ccfhTFlchUaGtK45Ed9E8z/9cUIPv4whKknJzHu4N4r54gYvwf+vwjq69NYvrJ4cVdWdRm45CTENi9G117nI1nbnN297qtfI5RoR8feP0E6Vp/9935f3Kr9/9ZpnVaHrrjPzzqtCm+9GcYp01I4YFzKtP5tbcADv41iwABg5r/nlqAX/xKGEKZLfpTArXcUd9TG7ESH/CWzlvyO/W7IfhxtW4rqlheQqD8E3cNOzf577aqHEO5uwZZJ7yBRf1DFtXu+Co9qqkZbWwiX/iiZd5nhfNcK/fE/+SiMF18IaxMYH/t9cbJ2DHw7c00Qo3Px3XqHnZnVVV4T9H0lF5NY24eoanlOm7y0eco/K7av3Hl7FL/6jygmHp3CxGPUrhV//H0E4oH70cfjOOVUewudFApehCns/vJwrXjHvrOQjvTNySs+q9q8CLFNixHfTbwpyN2H6r6ag1BiG9oOW4DuYacXelqulxsy0Lxern9RQA9I4bUhvOeefhwOP2S0tqdReHsS5heFcveXobuHsW0b8JOfpNEwsPfZPPdcCB+8D5x2WhqHjO/92YcfhPDss8Dpp6fx1J/6LiNZqnpFll6FyBe/RmrIsUgPPTb7tZF/3gsk2pHc/0pgp/CGdqxE+OtHkRoyGYnjXyvVKfrme+Y/FsLFF4XQ3AxccIF5m4q+8pvfhFBfD1xxhfk+XV3AnDkhiP9+/kVKO16pt+jrxyPcugip5h8g3S9zAqGt/0B47fNIDxyP1IhdN6fIp7don/ecW9ybbakZuPF95/xrCOI6cNJJwBFH5P6da9eKD3ZeKw7J/c3imvHhhyH86u60ds0pxhZufQPR16cA4RqkRl6KdMxwYTN8qWz/5NgbLU9HXGsQ34r/v71zj/Krqu74nkcyk5gHD5NAYBKWwRoCqcQIDaFCABWNIsVKmlYsLINmqSwfZCFal6VR4yMsldXSsoiS1VZsMVIr0NIVERqoQpRFQ21rqBI1DIRkQiIGnMx7us6dnF/O3NzXb/bvcc7v9/n9A5M55/zO+ew9937vufvsPXzOZhk+7erc9o3a4LOfaZHPfa4l8gnjGzJWX2LcJ7pW/OWRa8VH0m1trju7d4s88P1RueDC6viEO7H2H1whrXvuldFTLpeR416baCLjQy09D0f3FHNvSfq09O2V1l2bRCbNlIErDnpl6sntYyWc+UyMAILX4RYPXyiyw+tjSINZUlYcb9ZrSpO2yNRFX79hUK5dW/sdPGuOtBLDSSENvr5+mtifZOV7mV37c5d0yEuHWqJX2OZVdvxTJKTBHkKpdpqhLAJJpWaTQhqatTxsUe+xZWQXnD4il1+R/kBQNKShGunIktZiY3mzysnafkVDGuz1o5ljdy2zIrl4i1wrzHjVLjoR94+8nLymfZGQBlux08cD0IQ0FL3CJbdD8GYI3uiPNpa5IYQYXjPvrDjerJuYD/G70YXp4H/IiY9fKsMdc6T31DWZXm6Tgx9auFFenn+d7i+iQXvbggPnLR+W884/9q1EkZuYKVhgXlFWqqjARFAnpaxLErykJMumWzRlXRHBW8uqe27GhsNzr5KhKfNSF1pE8Jpcza/Y/Tdi/tusmRlcgEXSWha5VlQ7pjvJ6G6RkrRsHkUEr8/nQRC8E7lrHO2D4M0RvCFmaTBLyrqhpd3EzE6gEby1zq+a5sJZJYbdPs1aGamcP317I0s7qJR3E3N948c7+jPjPsuZV7ltbco6NydrkuAlQ0M+WZueLOtEfhHBa0/jVzodWdoK7EPPcOd86T3l3SrBa3fzzIn9A+duzYfWBC3ycvHmXSsMolrl4I2bw74BMinGTPrC+CdP8Pr+ZgjBq/sDRPDG0pIZnCfPOVFu37guOpRmPqHl4bUuYXMqvufqIZk1++hr7LSbWK3yJhZ12VKqmYI7OXsu7S06dFO2s/6QVGo47yZmRU0tSwknGSlp5z9J8LLrn+/ithLfkqXDctHFyWcRighem46sVlX3zE7e7EdeI61Dh6Rv9ttlcHrygcS8HV439dT+5dtTx8kn2Vgt8nLx5l0rDI163UtKYQ2d86T3lKvKFrw+hzOYxSB4dX9rCF4dPy8LT9gl2dfYKy4ekdctPRqnl3YT8yV+186/lHsz5WndtLNP5D5Vw1G6VNW62/yrSaWG825iNtTl7nsG5Lzz63sILL7znyR4bUqyA+dslf6CeVurBt7TgYu8vs4TvPV4dW1wWmFjigeYkrJu6kKLO0/wTn3um1HObx9jNevpMnmpyfKuFWbutczB67JywxriKS1Nu7wdXvu20NfwFgSv7i8Dwavj57XgTTuYknYTswdPvretX848q/7ZJ+yry6SSkdZsNlm82ek5uGSsKAifZAJumMu1awelo+Nou6ybWD1z7yat5KQHT4p292ycXpLgnfbLr0RxmT4ljffRL7VVGeu1k2dY2jdAJhwhqRhFluC1Md4j7TOk54L/k5FJR6tu+WinWs7J7vynxfsf7hW57952mTp1VN7+juSH33v+uU12Pd0qtdr1d/mc+ONLI2F7+OR3ydDU3xmHLkvw2h1/4xN7L9lbS+SFvwvBWxhVYkMEr46f14I3LY43SfD6Fr8bPY3bg2spr6eiNi88IOaUNdW0ijmy3b259K3D4x5qsgSv3fmvVYxm3kpKN7QjoS5xwWuErhG85kOYSzZNbVXGer4VcotRmF1et1SsWbXZBTaf3rnHvtq2B5M46Hqsf9gDz1mhLnl/o9Wsupf33bYIRVImjyzBG8LmCYI3z/rZv0fw6vh5LXjN0pLieJMEbz13atJM4L6eMoI26cOr6/Ic2O76d3WNionHtZ8swVurlFNFVzJj5w0y7Zm/FnswJS54ydBQlKRIXnqyvJCGevuGPaRUJE2ZpUIJ4Wz/KJKaLM/Dap2SzJ2Pse+sR5dFD0DmLZD7yRK8IZSnR/DmeR6CV0cop7eveXjttJPieJNuYvXcqclCPOeRhdJ2+JnS6+t4W/vqet+FO8Wc2uaTTcDs5J+xYKxaj5uTN03w+pB7N76ieKhLXPCGsFPji5/mpSfLEry1TEeWxstNU5aWiirelxLC2d6X5xN5vuuDX8TDnuycswRvCPcSBG+e9yF4dYQCF7x2B8c9qJR0E/Ml/24cd1Y8VggxV1V1vgkOnvQQNDAg8sTjrdLR0SKve/3RuDwbi1fvQiTjdmlioS5xwUtKsvIcw6YnS8rekSV4a52OLG1V5RSjYHe3mG/Y2O4PfXh8rH+R3k//vFXu/W6bLFs+Iv90b33K0ycVqDFzTxO8vqcjs9wRvEU8ML0NIQ06ft6HNJgdujev6IjyppodPfOJ38R8jN+1ZkkqNGB/x6vriTmv2c1f86eTo1R1JmVd2sc9gb99R5+YMAgfPvFXlnHBa1OSvbh4U2L8pg9r8GkOWenJzMGjnn0iC149KrOd1IZm/rVOR5bGrJxdXnZ3i3leXqaGrFHqlaHBnVNaHG+a4A3lrRCCt5j/prVC8Or4eS94zfLiJ7HjNzH7RG4OMm3+xoCSSGW72/RDbqEB+w12J4+0QuUzzzudb0b0MZyhtNOxdWr0vya2Oy54iesuzx/yipIkjVavdGRpKyuyy8vubnG/yMvUkDVSPTM02HnZh+J4pc40wRtK3m4Eb3EfTmqJ4NXxC0Lw2qf1pFeWZvn//lCr7HiiTa6/YVDW3Zi+46dENaHuaRcuMxg7eRNCGnVKy9HsjuhjOIOdnxvb3db7S+ncf78Mznit9M16W5ShgZRk5flGkQcgd0TfDrnaXV6Tj/e38z+YmJfX5lhl5z/fN7JK0+f19iU8zubrdvPxpgneUKp1InjzvC/79wheHb8gBK8tOJCWV9HE+T7b3SI+FBVIMkdaiWF28ibuvDa2+9SuUVnlZGtwR6z3Cfys1bmpyVoGD44TvDb/KinJivuHTU8WL1KTNoKPh1ytTyRVX7Mxmj7nWC1ureq3LFKUJG0W9czQ4M4pnr7Q/C5N8IZyzUDw6nwfwavjF4TgzUszYy9QO3f1RbG+vn1sgnmTa3N48pzS9OxFiuIC5VvMzdaQdDDFhrmYw44PPFyfgydZq3Kr8I22TCoJ3sGZr5ep3XcIlffK84m89GTx0Xx8GCqVle2YI72nrhk3Zfs2iPCn4n5xyiunRI3Nm7+iH1ukxofrRil9oVOYJEnw2rMgIVwzELxFPTG5HYJXxy8IweuKm/jFy6aQ8eEClWYKe+LWrZxDhgal44pIVqiLz2EuZuXuYcbR9uklwTs0bbFM2XOnmOpbB87dqofUJCPYVFRFBI4PaafSzJKWjsqGuexfvl0Gp/9uk1hVt8ykHO55I/7nE22y7aHWKMf3LbcWF8p5407k90nnP5IErylcZAoYhfAwhOCdiCcc7YPg1fELQvCaJaZdvGwsng8XqDRTJGVqIEOD0nFFJCtOr56VkoqszL2ZDU09vSR4R9pmRK8tQ7h5FVlnLdvY9GSrVg/LqV3ppcV9SUeWxKa08+/s6rX3/kymPH83u/5lOlNeFb6k4eyDsg9pDJMKUCQJ3lAOrBneCN4ynTjWHMGr4xeM4E27ePl0gUozRdKTekhP5UoXq1r3pJR15st8TlNnYbhlpwenn3WM4KXUdPluk5WezB3Nl3RkSSvs7LlPTtjxR+Kezqf8ePm+YHrknf1IGtW38yDx8x9JgjeUA2sI3on5sdsLwatk6HulNbu8tIuXbxeoJHO44qb3lKuiJtzElI57pHvS6Xyf09TZVdtT+aZ86MDx55cEb8vwYWn/7c/k4JJvSd/syyoDqUlGKXJQyU1H5mvMf/x0vs29SzhDeY6cd/YjaTTfzoPED661DL0opmT9yKSZMtp+XLSEUA6sIXjL89+k1gheJcNQBK8tNhA/le/bBSrJHOYCddJDJ0e/Mjt35kOGBqXjHumetPPve/yuXbkVNn2zVpYEb+vAr6Wt7xk5cM5W6T/hDZWB1ESj2INKaRW2fKiilWcOtzrjyOQ5YgQv2RnyqB37+3JLDPsY2+0ebh2Yec4xiwzpwBqCt3wfjvdA8CoZhiJ47cXLrbgWwqvruLgpCd5n75C2/n3Cro3Oge3O/5Klw3LRxWNxmyHs+pt52gNK/a98U7Tjb/LwtvX+SsyBxn0X7pThzvk6OE3YO+Sc3dZcNubfCJzhqfOj+F0OMU7MmcvJz+zjw1BaxTVLw4bG9c59t7y4+GsTg1TDXsTw6mAjeHX8gonhNcuMp5mxKWTqWfO8KP74q6mQXkMVXWM92iW9tvQlj2YeD+sTA8ctk8kvbo8E76RD/xV1IwdvHr3k3+cVHPD9MKNZlRsCNTRlfnSIkZjuiflDOSWGfSgpHF9lyRcSUtWZtiEdWGOHd2I+7PZC8CoZhrLDa5YZv3j5fNo6bhZX8A53zI6qafGaUum8Rw6onbGgMxrIpKzzKY9m3uoQvHmEyv99Vhyvb+WE01bnhkANd84jxKV8Nyj1KOfgmn0zdMffD8hbVg4rvrWyXdMKF5lvCenAGoJX7xcIXiXDkARvPF7Tx2pJaeZwU5ONTJlPrlWl37rd3ZR1PT0tsvXf2uTStw7L5m8MVPBbKj+UTSw/NG2RtL/8UxmeukDaenfx+lqJOi2O18dX1mlLteEu5lAjIS4Td4hyCpL4WIzErNwWLjo89yoZmjJvHIzQ3hQS0jBxXzY9Ebw6fkGFNMSf1kOJ1TQmGid4O+dEcXmmhOjBJVuUFqS7G7e5v0fksUfbot3edTcOeQ3H+sTQ1FdLe+/PEbwVslZaHG8ohxkNBrv7b5EQ4jIx57CpC2fNHpX3XJ1+PfB59z/t4FpoB9bY4Z2YD7u9ELxKhiHt8Maf1r++qT3Kubp9R590dflXUtg1TSm/Zuc8IS5P6bSx7u6DUHd3qzzb3SK+vZZMWvExgndKl7Qd7uZBSOkeIacwtEu3Isf8HELJWKXJqtq9SIlhn8+D2Dzuxg/65hxNVRjagTUEr97NEbxKhiEJ3vgBpVAOJxkTcRBF6agZ3d2DSvv3t4hJL/S9bf1y5lnp1baqN5viI1ufGJl0grQOHoyKDZjMHRxQKs4wqWVa/tUQUhja9diHIfMzGRp0/lCkAp/P50FsxTW3GIkhEtqBNQSvzo9NbwSvkmFIgtfs5poDSh0dIqtWD4k5cW3y8v5oR5+SQvW7u4UGRttnRgdRKC5QGe6uwDG7u+bz3AuHKzN4FUdB8FYHrr1OmNFNaIv52Byri84ckQce7q/OF1dwVFfwhpJyqoLLr+hQRUoM+34eJOngWmgH1hC8erdG8CoZhiR4zVLt66lVq4dly11tEkJKMmsie9Hi5LXSaWPd3RLDRuxMnzEqT/3C/4eguOAdmXS8tA7+Wg4t3Cgvz7+uspCabDR7kPHa9w+Jyd1tfMQcZrxy9ZDccuuYCPb5Y33DzJEdf52limRq8P08SDytpSES2oE1BK/Oj01vBK+SYWiC197Izls+HB1OCuE0/jGC98ira6ppKZ3X6W4fhMw/hfgQZOY92vYKaRn+LVXWKuAWdlfvHX8wLKe/ekRCOrBmlo/grYATHBkirUqn+w2+h7vYjC6mSI0pSBLigTUEr96nEbxKhqEJXnsC24QymNfXIZzGtyay6WXsz5y8VjpvAwlek3Ko48CD0tr/PIK3Am4RckaXuOBlx1/nEElVOt0RQ6jYGT+4FuKBNQSvzo/Z4dXzCyotmVluyIKXVEMVcNiUIaxfmF+vef+QfObz/r+2jm4AW6dGKzKvrW1MHuWm9X5id/UWnD4il18xLL7mWNWvlBGKEMjK1OBzhga7tnjFNVOK3Ije0B6GyMNbxFvT27DDq+MXnOC1Ozd22SGkn7JzRfAqnTWjuyt4Q9z17+1aI1O774hWyM6/3k/cimvmgKsRvOYTwmFG/eoZIU4gq8Swzxka3HWMezh+7s4gK/AheHV/mwheHb/gBe/d9wzIeef7UwYyyxwn7FglnT3/EjUh1ZDScWPdQxW87mGUKXvuRPBW0C1CPuBaQQwMJSJZmRp8z9BgDTjnkYXSdvgZcR+O9178vIxMmhmMjRG8OlMheHX8ELxKfuV0J7dmObTKa/vnfzZJ7tjUHnX66q2DUdq6ED4I3upZaeGrOuWlQy2y4uIR2fZQa1AHXKtHpTlHzsrU4HuGBmsxe60wFTrNxslI+wzZe8neoAyK4NWZC8Gr4xec4LWvKu2yd+7qi9IOhfBB8FbPSm6oS0i7/vGb2PCUebLvgqeqB6qJRg453r+JzFSTpWZlagglvtveP2xayxDfEiJ4de6O4NXxC17whhSTh+BVOmtG91AFbyPcxKpnVd3I9jX2rNmjUeGJ9RsG5dq1Yez861ZO7zgBm6vb+MJ7rh7vA6FU7Jy2+1aZ8dTHZbS1U1pG+iTEgiQIXt3fJoJXxw/Bq+RXTndX8JJMvhxy+W0RvPmMmq1F/IBrSDv/zWarWqw3KVNDCBkaLBs3N7P5txDvIQhenacjeHX8ELxKfuV0J5l8ObTKa4vgLY9XM7RG8DaDlYuv0cZ02+p7pufTP2+Ve78bRgGjSS/9RGY9uqy04BcXb5LeuVcVB+BBSwSvzggI3gL8vnP/I/LpjZujlm+7ZJmsv+G9MqVzcvRzaIFORZUAABFiSURBVIUnzJztk/qiM0fkgYf7CxDwowmCt3p2sDF65hu27+iTrq6w4rqHJ8+WtoEeMQdSDi7ZUj1QTTSy6xOh+UUTmalmS01KTWZTkoWSytCmJjPQQqzUieDVuTuCN4ff408+JV++fYvc9sWPyfEzp8tXbh+7mV6/dlXwgjekErIGNoJX98ee1ds9zBhSXLetoGTXFuJryupZVTdy/IBrSH6hWzm9kwh89LpJ8u272qNsHWeeNRI1CSUlmV0Pgre5fRvBm2N/I3BP6zpJ3rnygqhlXACHvMOL4G3uP3539aEK3kaIy/PVCxG8vlqmPvNKSk0WSkoyS8zm4jU/h1ighh1ene8jeDP4He4bkJtu3izLli4qCd5du/fIp77wNdnwyffJgvlzgw5pCE3w6lyd3lkEurtbZMs/tEVN1t0Yzkl8BG/1/Nr4xLIlndEXnNo1Kj/a0Ve9L2Nk7wkYcfux6yaJCYV7y8qxYkVf39Quh37TIt/b1l/a9fV5IW61TgSvz5aqztwQvAUE75WXrZBzzl4YtYwL3uqYpbqjtrSMjX/hhSLbtlX3uxgdAlUlsG+byIMXHf2KxTeJLP6Lqn5lMw3OtaKZrJ29VnOvuOgikfnzRa65Zqzt+vVj/x0NI+QfYzY5AQRvAcGbtcMbov9wEwvRasw5kQCCt6qOYR+IjztO5Oyzq/pVDO45gSefFFmyRMT4wkc+ItLXJ/KlLyF4PTcb03MIIHhz3KERY3jtadsrVw/JLbcO8gcBgWAJtPXtljkPn1Gaf4gnr4OFz8SbjoCbizekHLyNYihieHWWRPDm8GvELA1W8IaSSkbn4vRudAKhn7xudPuwvsYhYAXvhz48KPt7WmXLXW3CWZDa2RfBq2ON4C3Ar9Hy8CJ4CxidJsEQQPAGYyomGjgBNxdv9zMijz3aJmvePySf+TxvCmthWgSvjjKCV8cvyCwNCF6l0enuFQEEr1fmYDINTCBJ8PKmsHYGR/DqWCN4dfyCFLwmvUz3bpHlvz8q550/ll6GDwRCJYDgDdVyzDs0Am7xiZ4ekR1PtMn6DYNy7dpwUhmGxtydL4JXZz0Er45fkIJXuWS6Q8ArAgher8zBZBqYgFt8oru7VZ7tbpG77xlg46RGNkfw6kAjeHX8ELxKfnSHgJaAK3j3XbhThjvna4ekPwQgkEAAwVtft0Dw6vgjeHX8ELxKfnSHgJZA6OVCteunPwRqRcCttrZ/f4vs7wmnylqtGFXzexC8OroIXh0/BK+SH90hoCUQerlQ7frpD4FaEXjsh23yrssnR6WmTTiD+Tz3wuFafX3Tfw+CV+cCCF4dPwSvkh/dIaAlgODVEqQ/BIoRQPAW41StVgheHVkEr44fglfJj+4Q0BJA8GoJ0h8CxQj87/+0yptXdMis2aNROAM7vMW4VaoVgldHEsGr44fgVfKjOwS0BBC8WoL0h0BxArbamumx6MwReeDh/uKdaakigOBV4RMEr44fglfJj+4Q0BJA8GoJ0h8CxQm4gpeywsW5VaIlgldHEcGr44fgVfKjOwS0BBC8WoL0h0BxAgje4qwq3RLBqyOK4NXxQ/Aq+dEdAloCCF4tQfpDoDgBBG9xVpVuieDVEUXw6vgheJX86A4BLQEreEfaZ8jeS/Zqh6M/BCCQQeAP39Eh2x9tjVpcuXpIbrl1EF41IoDg1YFG8Or4IXiV/OgOAS0BK3j7j3+DHDh3q3Y4+kMAAgUF7/U3DMq6G4fgVSMCCF4daASvjh+CV8mP7hDQEpj+9Odk+q7PC4JXS5L+EMgn4O7wInjzeVWyBYJXRxPBq+OH4FXyozsEtAQQvFqC9IdAcQII3uKsKt0SwasjiuDV8UPwKvnRHQJaAgheLUH6Q6A4AQRvcVaVbong1RFF8Or4IXiV/OgOAS0BBK+WIP0hUJzAR6+bJN++qz3qsH7DoFy7lhje4vR0LRG8On4IXh0/BK+SH90hoCWA4NUSpD8EihN47Idt8ugPxsoKr/qTYenqGi3emZYqAgheFT4qrenwCYJXC5D+EFASQPAqAdIdAhAIggCCV2cmdnh1/BC8Sn50h4CWAIJXS5D+EIBACAQQvDorIXh1/BC8Sn50h4CWAIJXS5D+EIBACAQQvDorIXh1/BC8Sn50h4CWAIJXS5D+EIBACAQQvDorIXh1/BC8Sn50h4CWAIJXS5D+EIBACAQQvDorIXh1/BC8Sn50h4CWAIJXS5D+EIBACAQQvDorIXh1/BC8Sn50h4CWAIJXS5D+EIBACAQQvDorIXh1/BC8Sn50hwAEIAABCEAgnwCCN59RVgsEr44fglfJj+4QgAAEIAABCOQTQPDmM0Lw6hhl9t5z4HAVR2doCEAAAhCAAAQgIILg1XkBO7w6fuzwKvnRHQIQgAAEIACBfAII3nxG7PDqGLHDW0V+DA0BCEAAAhCAQD4BBG8+IwSvjhGCt4r8GBoCEIAABCAAgXwCCN58RgheHSMEbxX5MTQEIAABCEAAAvkEELz5jBC8OkYI3iryY2gIQAACEIAABPIJIHjzGSF4dYwQvFXkx9AQgAAEIAABCOQTQPDmM0Lw6hgheKvIj6EhAAEIQAACEMgngODNZ4TgLcjoK7dvkdO6TpJ3rrxgXI/v3P+IfHrj5ujf3nbJMll/w3tlSufk6Gfy8BaESzMIQAACEIAABCZMAME7YXRRR/LwiograD/78feOE7yPP/mUfPn2LXLbFz8mx8+cLkYUm8/1a1cheHW+R28IQAACEIAABAoSQPAWBJXSDMHrgEna4Y3/W1wAs8Orc0B6QwACEIAABCCQTwDBm88oqwWCN0PwHu4bkJtu3izLli4q7fru2r1HPvWFr8mGT75PFsyfS0iDzv/oDQEIQAACEIBAAQII3gKQMpogeAsI3isvWyHnnL0waong1TkcvSEAAQhAAAIQKJ8Agrd8Zm6Phha8Jhzhjn+8P5FQPFbXNIqHLxTZ4dXhpzcEIAABCEAAAhCAQLUJNLTgLRfeRGJ4y/0O2kMAAhCAAAQgAAEI1JYAgtfhnSR487I01NZcfBsEIAABCEAAAhCAQLkEELyxtGQG4MlzTpTbN66LDqWZT1Ye3nKB0x4CEIBAMxKIp3RsRgaseeIE8J+Js6PnGAEEL55QmMCvf/OSfOATX5X/3vmLUp94IY7Cg9Gw4QjEY+bjD45pCzYPlNuf+Om4gi4NB6fBF5R0bXCXbM5M/Kp7b/RPNod5gyNheTkEzNvTaz76xXGtsq4ZCF5cSksAwasl2CT9kw7wmaVvuvM+ueQNS0u74U2Cg2XGCCSJVnND697Tc0zlwjg8BG9juZMVv+vWripltzErRLA0lp21q4mHC2rHoz8E8gggePMI8fuIQDwdWxKW+A3NXNC+fd+2aOduz74XovzFb3/TcvnCX30z6r7mj1ey29MA/pX2MOQuLb4DaN8MGL9Y+/Evy/P7DkTNF5/xqlJVwwZA05RLyBK8L/f2ycsv98q/Prh9XOhYUh/3TIV9KJo2bap8656HuHY0gGdlCd4ke9sl84agAYxfpyUgeOsEPrSvtTekeXNnp756zhO8RtisvPj3IpGbdlMMjQvzHSNgbH//Qz8aF/vusjE3N/Mx+ayt7VddtiLa/WWHt7G8KEvwuj7i2r2vvz8Kl3J3heOC99MbN8vf3vKJcbvGjUWuuVaTJ3jj9uYNQXP5RzVWi+CtBtUGHTMpTs/NZ5wneN0KdXZX0C3q0aDYmmZZ8RjerPhu11cQvI3lIkVDGtw3QEUEL3HejeUnSTG89n6SdE1A8DaW/euxGgRvPag3yHfaC5bddUHwNohhK7AMK3rOPXthKWwlLohtSAuCtwLAPRoCweuRMTyeSt4Ob/wBB8HrsTEDmRqCNxBD+TjNeOwmgtdHK9VvTq6Qve3vvit7ew6WwmHY4a2fXar9zQjeahNujPERvI1hx5BWgeANyVp1nKs5tPbN73xfbvjAapnSOTmaSfwgmytwzO9vunlz1M49tLbhk++LMjoQ0lBHY1b4q40tb77tLnn3O99YytaR9TBkf3fS7BOi3V9Oa1fYIHUebiKC114vli1dFMV1m2uLifn/4NWXE+ddZ3tW6+sRvNUiy7hpBBC8+EYhAlakmNPV9hPPmei2Mb+7ZtVb5Cc/3YXgLUQ47EZucRa7Eje+2woYk43B+MYrj58h5y45IxK8rt+QpSFsPzCzn4jgNQ/Rro+Y+G+TkeGs15yG4A3fJRJXgOBtUMN6vCwEr8fGYWoQgAAEIAABCEAAAnoCCF49Q0aAAAQgAAEIQAACEPCYAILXY+MwNQhAAAIQgAAEIAABPQEEr54hI0AAAhCAAAQgAAEIeEwAweuxcZgaBCAAAQhAAAIQgICeAIJXz5ARIAABCEAAAhCAAAQ8JoDg9dg4TA0CEIAABCAAAQhAQE8AwatnyAgQgAAEIAABCEAAAh4TQPB6bBymBgEIQAACEIAABCCgJ4Dg1TNkBAhAAAIQgAAEIAABjwkgeD02DlODAAQgAAEIQAACENATQPDqGTICBCAAAQhAAAIQgIDHBBC8HhuHqUEAAhCAAAQgAAEI6AkgePUMGQECEIAABCAAAQhAwGMCCF6PjcPUIAABCEAAAhCAAAT0BBC8eoaMAAEIQAACEIAABCDgMQEEr8fGYWoQgAAEIAABCEAAAnoCCF49Q0aAAAQgAAEIQAACEPCYAILXY+MwNQhAAAIQgAAEIAABPQEEr54hI0AAAhCAAAQgAAEIeEwAweuxcZgaBCAAAQhAAAIQgICeAIJXz5ARIAABCEAAAhCAAAQ8JoDg9dg4TA0CEIAABCAAAQhAQE8AwatnyAgQgAAEIAABCEAAAh4TQPB6bBymBgEIQAACEIAABCCgJ4Dg1TNkBAhAAAIQgAAEIAABjwkgeD02DlODAAQgAAEIQAACENATQPDqGTICBCAAAQhAAAIQgIDHBBC8HhuHqUEAAhCAAAQgAAEI6AkgePUMGQECEIAABCAAAQhAwGMCCF6PjcPUIAABCEAAAhCAAAT0BBC8eoaMAAEIQAACEIAABCDgMQEEr8fGYWoQgAAEIAABCEAAAnoCCF49Q0aAAAQgAAEIQAACEPCYAILXY+MwNQhAAAIQgAAEIAABPQEEr54hI0AAAhCAAAQgAAEIeEwAweuxcZgaBCAAAQhAAAIQgICeAIJXz5ARIAABCEAAAhCAAAQ8JoDg9dg4TA0CEIAABCAAAQhAQE8AwatnyAgQgAAEIAABCEAAAh4TQPB6bBymBgEIQAACEIAABCCgJ4Dg1TNkBAhAAAIQgAAEIAABjwkgeD02DlODAAQgAAEIQAACENATQPDqGTICBCAAAQhAAAIQgIDHBBC8HhuHqUEAAhCAAAQgAAEI6AkgePUMGQECEIAABCAAAQhAwGMCCF6PjcPUIAABCEAAAhCAAAT0BBC8eoaMAAEIQAACEIAABCDgMQEEr8fGYWoQgAAEIAABCEAAAnoCCF49Q0aAAAQgAAEIQAACEPCYAILXY+MwNQhAAAIQgAAEIAABPQEEr54hI0AAAhCAAAQgAAEIeEwAweuxcZgaBCAAAQhAAAIQgICeAIJXz5ARIAABCEAAAhCAAAQ8JoDg9dg4TA0CEIAABCAAAQhAQE8AwatnyAgQgAAEIAABCEAAAh4TQPB6bBymBgEIQAACEIAABCCgJ4Dg1TNkBAhAAAIQgAAEIAABjwkgeD02DlODAAQgAAEIQAACENATQPDqGTICBCAAAQhAAAIQgIDHBBC8HhuHqUEAAhCAAAQgAAEI6AkgePUMGQECEIAABCAAAQhAwGMCCF6PjcPUIAABCEAAAhCAAAT0BBC8eoaMAAEIQAACEIAABCDgMQEEr8fGYWoQgAAEIAABCEAAAnoCCF49Q0aAAAQgAAEIQAACEPCYAILXY+MwNQhAAAIQgAAEIAABPYH/B68m57V9cEivAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(\"https://raw.githubusercontent.com/plotly/datasets/master/violin_data.csv\")\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "fig.add_trace(go.Violin(x=df['day'][ df['sex'] == 'Male' ],\n",
    "                        y=df['total_bill'][ df['sex'] == 'Male' ],\n",
    "                        legendgroup='M', scalegroup='M', name='M',\n",
    "                        line_color='blue')\n",
    "             )\n",
    "fig.add_trace(go.Violin(x=df['day'][ df['sex'] == 'Female' ],\n",
    "                        y=df['total_bill'][ df['sex'] == 'Female' ],\n",
    "                        legendgroup='F', scalegroup='F', name='F',\n",
    "                        line_color='orange')\n",
    "             )\n",
    "\n",
    "fig.update_traces(box_visible=True, meanline_visible=True)\n",
    "fig.update_layout(violinmode='group')\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "subject-perception",
   "metadata": {},
   "source": [
    "### Split Violin Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "assumed-publicity",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(\"https://raw.githubusercontent.com/plotly/datasets/master/violin_data.csv\")\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "fig.add_trace(go.Violin(x=df['day'][ df['smoker'] == 'Yes' ],\n",
    "                        y=df['total_bill'][ df['smoker'] == 'Yes' ],\n",
    "                        legendgroup='Yes', scalegroup='Yes', name='Yes',\n",
    "                        side='negative',\n",
    "                        line_color='blue')\n",
    "             )\n",
    "fig.add_trace(go.Violin(x=df['day'][ df['smoker'] == 'No' ],\n",
    "                        y=df['total_bill'][ df['smoker'] == 'No' ],\n",
    "                        legendgroup='No', scalegroup='No', name='No',\n",
    "                        side='positive',\n",
    "                        line_color='orange')\n",
    "             )\n",
    "fig.update_traces(meanline_visible=True)\n",
    "fig.update_layout(violingap=0, violinmode='overlay')\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "assumed-antenna",
   "metadata": {},
   "source": [
    "### Advanced Violin Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "coupled-hypothetical",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(\"https://raw.githubusercontent.com/plotly/datasets/master/violin_data.csv\")\n",
    "\n",
    "pointpos_male = [-0.9,-1.1,-0.6,-0.3]\n",
    "pointpos_female = [0.45,0.55,1,0.4]\n",
    "show_legend = [True,False,False,False]\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "for i in range(0,len(pd.unique(df['day']))):\n",
    "    fig.add_trace(go.Violin(x=df['day'][(df['sex'] == 'Male') &\n",
    "                                        (df['day'] == pd.unique(df['day'])[i])],\n",
    "                            y=df['total_bill'][(df['sex'] == 'Male')&\n",
    "                                               (df['day'] == pd.unique(df['day'])[i])],\n",
    "                            legendgroup='M', scalegroup='M', name='M',\n",
    "                            side='negative',\n",
    "                            pointpos=pointpos_male[i], # where to position points\n",
    "                            line_color='lightseagreen',\n",
    "                            showlegend=show_legend[i])\n",
    "             )\n",
    "    fig.add_trace(go.Violin(x=df['day'][(df['sex'] == 'Female') &\n",
    "                                        (df['day'] == pd.unique(df['day'])[i])],\n",
    "                            y=df['total_bill'][(df['sex'] == 'Female')&\n",
    "                                               (df['day'] == pd.unique(df['day'])[i])],\n",
    "                            legendgroup='F', scalegroup='F', name='F',\n",
    "                            side='positive',\n",
    "                            pointpos=pointpos_female[i],\n",
    "                            line_color='mediumpurple',\n",
    "                            showlegend=show_legend[i])\n",
    "             )\n",
    "\n",
    "# update characteristics shared by all traces\n",
    "fig.update_traces(meanline_visible=True,\n",
    "                  points='all', # show all points\n",
    "                  jitter=0.05,  # add some jitter on points for better visibility\n",
    "                  scalemode='count') #scale violin plot area with total count\n",
    "fig.update_layout(\n",
    "    title_text=\"Total bill distribution<br><i>scaled by number of bills per gender\",\n",
    "    violingap=0, violingroupgap=0, violinmode='overlay')\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "controlled-triumph",
   "metadata": {},
   "source": [
    "### Ridgeline plot\n",
    "A ridgeline plot (previously known as Joy Plot) shows the distribution of a numerical value for several groups. They can be used for visualizing changes in distributions over time or space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "advanced-tomorrow",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QvDoBwhwETExgWJErZVQoH2diAhqWZreT/fAh6vnykChuEZOWTukrHqP0J1ZrMEYXEAg8gWAK3pfOn6cYP6b8P8aO9cMKJkoCELw6zwMEr06AMAcBkxHgmNyu3/2WOjf/xtWTm5ZG7MW1TJ4a/Ly4EciU05nZd++U8/hyWEf2ul8gzCEC9zLSpxxMwVv4/vt+4an9+tf9soPRTQIQvDpPAwSvToAwBwETEOAiEN0fbKf213/lEpPLWRUgcn3bYL7Y1r17F/U3NghDLlmc+S/PI8zBN4zorYNAKATv7dnZmmb4WXOz6AfBqwnXsJ0geHUyhODVCRDmIBDBBByf7aPO371Nne9sklchYnIRrqB7V51fHiTme8PpRJiDbpoYwBcCoRC8qzSGKKw7f95vwSuVBF61cjnNmj7RFwRB68tzWvOzDbT68QeovKw4aM9xNzAEr07cELw6AcIcBCKMAHtzO9/dRLZf/8olZIGLQHC4Ant0w1XlLMJQep+u3U5de3ZR76kToi/CHLwjQw/9BCB49TNUj9Btd9KPX9pIW3dWUlFBDq1/cRUEb+AxB3dECN7g8sXoIGAUAm69uRyyMKViIC43wnPkGoWzu3lwmIOoNDdYsQ1hDkbercifm1kE78vrN9Prb2+TN+SnTz9C06aMpWfWbqCli+fR2lfeoopJY+i1F56kNzZtl/uqBalSrPJgjz64hJ5auVyM+962vfTsixvF9/fcNZeeW/0IJSVaPB4CeHgj+O8DgjeCNw9TBwEvBKTY3Laf/5uLN5eLQVimVIhiEGihI8CFOXq+ODgQ5jBYphjZHELHP1qeZBbB6y6k4cKValr59DpacuccWbRyv207K+mhZYvFFrNQrq1vFuKVG3tmC/Oz5f47du+nBXOn0/ZdlbR5y24hmLMy0oTdqJJCWrZkAQSvGf9YIHjNuKtYU7QT4EwLtl+vF/G5UuUzcQEN3tywHw1kcwj7Fph+AmYXvOzhfX7NCo8hBQcOn6Z16zcLIdvcahMeYXV/yes7d8ZkWeCy3Ttbdg/r5YWHN4L/fCB4I3jzMHUQUBFwF7Ygx+ZOqQAvAxFQhzlwtbbsl19BNgcD7VGkTiUaBS+L1YefeEHeMinUgQXvS69uorU/WiG8uFJThzlIv/cW1gDBG6l/FUQEwRvBm4epg8Agga53NlHHO2+To3KfzCR+0hRKvHUGcuYa/JQosznwVFGtzeAbFgHTizbBy2J3zdoN8kUyXzy899+7yKcMEBC8EfAH4GmKELwRvHmYelQTcBefyynFEm6biUtokXYyuFpb5T5yHv5CzFyq1pb2gx9STEZGpK0G8w0zAbMIXndhBxzDqw5RUApc9uLyRTQpNjfRanWJ4eUx3926h+67Z+GQGF7la54urkHwhvlw63k8BK8eerAFgdATYKFre+P/p/Zfv+YSn5s4dz5SioV+OwL6RBHf+9k+OY2ZdLENwjegmE0/mFkEL2+UMlRBmaVBGZOrDk+4Y3YFtdk65cto0uW3Y6cuir33lKWBX+NnuLu05i4Ewlv4Q6APGvLw6iQKwasTIMxBIEQE+CJa+89fdCkSwfG51ttmBiTbgrP6OvG/Pls79dls1O+wU29To8vqYqxWSsjJE7+zFI+g+NxciktLp4Sc3BBRiI7HcHwvC9++69fkBSPUITr2PhCrDIXgRaW1QOyUb2NA8PrGa0hvCF6dAGEOAkEmwCV/uUiEOj7XOmUqxY0s9fvpLGwdly8KkWu/NOD58LexELYWjxAiOKF4JASwvyBVdix8HV8cpN6LF+RXOIdvyvLvipLFaCDgjkAoBK+v5FFa2FdiQ/tD8OpkCMGrEyDMQSAIBNxVQxPxuZOnkuW2mX4XibjhcJD98iXqPnOKnNU3vYe8hNjkZIpLTadYq0V8HxMXT7FJyS6ru9HXR/3dnXSjt4/6u7qor7uL+rs6RV5ZZWOvL4tf6+gxlDhqTBAIRdeQ6lAHXj1XbUv82hJK+9uVyOwQXcfB62qDKXhfGiwV7HUSqg6rNZYi9nXcaOoPwatztyF4dQKEOQgEkEDPiWNk27jeJWyB8+dy2IJl0lS/S/72NDVS19HDZL98kVj0Si0+ZyAkIT4zi2Li4vxeSb/TIcIgBsIh2l0EMHt/WfRC/PqN96ah3U7OU8eF11eq2sYv8huh1OUPknXOPJFrGS26CQRT8EY32fCuHoJXJ38IXp0AYQ4COglwbK59MGyh91rVTTEagGpo3WdOD/HmxqWlUXxOnm6RO9yy+7u7hPBloc2eYKmx+E2aMIlSKqYJoY3mPwER7nDiOPVdOOfyBkPy/CbOu4MS58xDlgf/EUesJQRvxG7dsBOH4NW5rxC8OgHCHAT8ICClFOvasZU4RlcWhFwNrXycrrAFFpqdx44IoSt5c9l7yyI3oaCAYi1WP2bsv4nw/ra2kLOu1kWYWYpHCvGbNGGi/4PDUhDovXCOnOfPDRG//BoXtGDxy15gCODoODAQvObcZwhenfsKwasTIMxBQCMByZNr//QTF5HL5lwkwjJ2nK5sCxyuYD9zyuUCGsfiJuQXBtWbq3H5oht7fln4sgDmeGBu7OmVvL7sAUbTR6C/vo6cF89T7/lz1N/YMGQwEQc+hf9ViHzNlrnz9T0Q1oYjAMFruC0JyIQgeHVihODVCRDmIOCBAHtx7Z9/SixwOcNCz8njLj3jx5QLby7/o8REvzi68+YKAZ2TS5aCwiGXzvx6SBCMWOz2ste3+prs9ZVifVNnzka4Q6CY2+3U11hPPdeqqK/qqkuaM+UjOAxCCOGpt4ivcenpEMKB2oMwjBNMwfuLY8coxo81/X0FYsv9wOZiEjbB+/L6zWIiT61crncNAbPnOY0qKXSbNJmrk7irJw3BGzD8GCjKCbAHt+fkCY8Cl7MsxLGw0ClyOUyh++wp6jp9yiVPLo/PIpdDF/RcQAv1NvZ1tA/m/7XJj2aPL4RvcHaCPcC916uot76ebrS3eRTB4o3TyBKR+k6I4MxMSpw7T0wKXuHg7E2gRg2m4J30m9/4Nc1T3/2uX3YwukkAgpdIlNF79sWNgoq6SoiywkjFpDFy5REJIQQv/pxAwDcCnEnhhq2d7JWfUm/VFeqtqnLJkascjQtDxOXlU8LYcbpy5vKYfAHNcfmCS8gCC9u4zCxDe3O10uVYX84JLBW7iLFYKeWW6eKCG0IdtFL0rx+L4H5bO/U21JP4vr3dbTiEenSOD+YmCeJY9gxPnip+FzuyBOnS/NsO3VahELyzCgo0zfNAXZ3oB8GrCdewncIieJWl7nh2XF7uiR/eT0/9yy9p6Vdvpzc3vy8mvf7FVXTkxHlZjPLv3vz3f6JZ0wcuaahL1SnL3Smf4U6ouqMCD6/+A4URzE/AWbnP4yJZxCobhyNITVn4wd0AnD6MxW1sfgElDHrG9NL0lE6MRS6nEjNjhbMhwtdqpZSK6cLjixZaApz/l73AHBLBjcMi+BMGd7HBw81M8hRLfSSBLP2sFMrqcRImTUWmCR+3PRSCV2uIwi+PHfNb8EoOu1Url8u6yUcUAevOn5KvfHod1dQ1iTG16rKATYCIwiJ4eQHqkAZpY0qL8+m51Y9QUqJFCNp3t+6h++5ZKH5mT+zmLbuFlzXRaqUfv7SRCvOz5bCIHbv304K50+n46Yu0Zu0GIZjLy4qF3eWqWq/hExC8gTxaGCtYBByf7SPH567C0t2znMePCk+TlsYpmpQpvbTY+NsnNjdPeByFuM3IEF/jcvP9jsNVz0MKWeg8ekSk9pJFAV9Ay8mNuJAFfznzBTdH1RWR35cbX25Lm/cXlDgahSz8ZRpoO/67E0KYPcOc35ljhhvqxe+EWB7cu0A/NxTjqUW6lmdyNgwtLf2J1Vq6+d0HgtdvdB4N2QlZVV0vh4yy3qqtb5b1XuCfOHREwwne4d6J8DuEZ9ZuoOfXrBArkb5nUatsajHtKf5WjQOCNxRHDs/QS4AFb+vL/0ZODaJX77Pc2SdMmuJxWHXSfsuoMRSTPFBtLNgJ/e2nT1Lbp3upY9+f5fnFJCWRpXAEJZaXi+pn0dh6Gxuo48tDdKO7Wyw/ccJkyn/0h5SQkxeNOCJyzUIQ1w98tM3NobrAeaOzg3ovX3K7Nv79je6buZwjEoBi0ix2M576n0FdhlkEL2ua19/eJrPikM1pU8YK7bR08Txa+8pbsqf1jU3b5b5FBTmyw5CNh/s0XRkSyp/WSw5LbxvEAnjd+s1DwkS92el53fCCV+0GlzaCF+3uEhn/Xr3J/Dst7nMIXj1HCbahJMCi1/7ZzXABd8/mtEmx6RmaphVXErnxgi3//Xtq+uO71Hnwc3mtlrLRlDxhkqhOhjZAgCvFdRzaL2d1KHzs/6G8736f+ONwNBAINAG+hNpXdbMQjJbxvf03jccIttjlZ5hF8LoLaZA01ZI758ifenO/bTsr6aFli8U2Kb2v/LOnT9O376qUP3XPykgTdp4u/qv3n4Vy5aGTmgWylvPjrY+hBa+0MWvXrBDxJ754eLVCVwKC4PV2XPA6CBiHAAvd2tf+t7ioxY2zLCRPnUZJEychLZeHbeJwj/Z9e8l+7ozoYSkeQcWrn6GMOwf+jw4NBEDA/ILX06fj0t4rva/NrTa3n6ZLXt+5MybLYQps986W3V5FrFLLqT+hD+b5C5vgVat7T+9ElBvDMKXY3OKCXJd3Hcp4X3UMLwN8670Pacldc4nfhXhqELzBPGoYGwT0E+CY5Ibf/Ac1//FdWejGpqZS6sw5ovgCmjYCnMmh7eOP5IwOKTPnUOlPXyCu3oYGAtFOwOweXneCV51MQPpUnAWvu0/T1WEO0pnxFtagdmSG8qyFTfAq030pszSoY3iV4QkVE0cLNhzDy+8KlGPw7z1laVC/pgasjEHh15TxK+pnqMdCWrJQHlc8K1oJSEK3/v+8Qf2DF3m4OERyxTQIXR2HQhnmEJuaRvl//QMq+Lt/1DEiTEEg8glEm+BVOhNZW/ni4b3/3kWaM0CEU+zyqQyb4I38P4mBFUDwmmUnsQ4jEnAndBOKiilt5mxKgDcyIFvmLsyh9Cf/Rimz5gRkfAwCApFGwCyC113YgbtwAvUFsuEyYik/TVfH8Kozayn3PVxhDMo5QPDq/EuE4NUJEOYg4IYAhG7oj0VP9TVq/fgj6u/oEA/P+MpXqfjpZxDmEPqtwBPDTMAsgpcxKkMVlFkapE/KuY86POGO2RXUZuuUMygM92m6+hNydfEuaSvV/aTfK2srBHvbIXh1Eobg1QkQ5iCgIAChG/7j0HHgc+o6fkRkc0CYQ/j3AzMIPYFQCN7Z+fmaFra/fiAvMyqtacI1bCcIXp0MIXh1AoQ5CIgk+wOX0ZQxughdCN/R4IId7fv+TM4rA7ldkc0hfHuBJ4eeQCgEr6+rguD1ldjQ/hC8OhlC8OoECPOoJgCha+zt5zCH9k8/ccnmMOLpZ3BR0NjbhtnpJBBMwfuLwVLBvk7xHyoqfDVBfxUBCF6dRwKCVydAmEclAWf1Nap97f8TqbGkrAvw6Br3KKiLVmT95beJC1cgjZlx9wwz859AMAWv/7OCpV4CELw6CULw6gQI86gi0Hngc2r673eJi0ZIzUhCt9/pJHtdDTmbm6i7tkZM0TH4lb+3FhaJ3yUVFlF8SholFhZSfKrn3N5m2lzO5tB59DB1fnFAXlbuQw9T0d/9I6q1mWmjsZagVloD3vARgODVyR6CVydAmJueAIcttO3eSfX/tZHsZ0/L600cN4FSZ80Je1U0FrldV69Q+6njQuj62ljwJhYWUXJpGSWXlPlqHnH9Ob6XL7ZJ1dpi09Io/3s/QJniiNtJTNgTAXh4zXk2IHh17isEr06AMDctAcmbqwxbMFL5394OG3VcOEdtJ4+LjASyxzkjg+ISk2TPbXxqqnjpRm8f9dm7xfdsy9/3dnTQjb4+2ZbXl1I6KirELwtf3tuemmqxfkn4crgDQh1M+2cdFQuD4G4ejKYAACAASURBVDXnNkPw6txXCF6dAGFuKgLdZ05R8x/fo/aPP5RL//ICOWyBS/8aofwve3TZm9t6+AuZfVxKKllzcighLYNi4uN82pO+7gHh62hpov7uAUHMjcVv6tjxlFY+jizZOT6NGUmd+WKb7eB+Wfjy3BHjG0k7iLmqCQRT8L6+fz/FxMT4DP2RWbN8toGBKwEIXp0nAoJXJ0CYRzwBTyI3NjWVEkeVU/It08IetiBBZqHbcvgL2aObkJ1Nibn5FJeUFJB9YDHd09Y2RPyy4E2fNFV4fmMtloA8y2iD9DY1UueRL+VQB55fysw5lPe9h0URCzQQiBQCwRS883/5S78w7Pv7v/fLDkY3CUDw6jwNELw6AcI8IgnwR9ltuz6gzoP7XTy57NW0lo2m5ImTDFX6l2NzG/ftlWN02aMrLp4NhisEYxPY8+tobqKelmaXsAf2+qaWjxNxv2ZsUoyv48ol+Y0Fhztk/+V9lP3NZYbw8puRO9YUOAKhELy3FhdrmvCX1QMhQxC8mnAN2wmCVydDCF6dAGEeEQTYi9t58HNq3fWR+KpskieXixNYR48x1HrY49py5AuynTwu5sXe1aQRIykhPSOk83S2NJOjqYn6OgfK9nIzu9eXszqIc3PssFyuWKy7eASlf2UxxG9ITyAe5guBUAherSEKGw8MZEXxR/BKJYFXrVxOs6ZP9AVBwPuqyxNXTBojly4O+MM8DAjBq5M0BK9OgDA3JAHOk9t58ADZDnzmkitXmmx8Tq7w5CaOKSf+3ojNXlsjvLp8wYxbYkEhWXPzfY7RDeTaWICzt9nR2CB7faWLbumTppg21lcKd1B6fcUbkLQ0Ee6QNut2SpwwEd7fQB42jOU3AQhev9F5NDxw+DRVVdfTsiULRJ/3tu2lykMn6bnVj1BSYmjCvMImeF9ev1ks+qmVywNP1s8ReU6jSgrlDZGG4Y159sWN4sd77prrskEQvH7ChpmhCEge3K7TJ4eEKQhhkppKlqIRlDi6XHjoYqxWQ81fORkWlY379ohUY2LuSUmUUlIWsDjdQC08Gr2+zM5x6aIIg7FfvuDi+ZUEcNKEyZQ2a47I9AARHKjThnF8IWAWwcua5vW3t8lL/+nTj9C0KWPpmbUbaOniebT2lbdI8rS+sWm73LeoIIfWv7iKyssGwi667U768UsbaevOSvHzow8ukbXbcPpoOOYsgNet3xxSLy8E7+A7DUnQ8oGQ3oHwZqk3RS3UIXh9+c8I+hqBAItbITjOnCLbgc+p+8xJudqZND/2OiYUjSDrYJhCXFq6EabudQ4schv27RGxozFxcZRYUETWvDyvduHsIIpdNNS7xPpGg9eXmXO8LwtgR/V16m1qGCKApX3hN1kJxSOFBzg+PZ0S+WtaGiWNn4SiF+E8vCZ9tlkEr7uQhgtXqmnl0+toyZ1zZNHK/bbtrKSHli0WO8o6p7a+WTj3uLHYLczPlvvv2L2fFsydTtt3VdLmLbtl0erJaejumCifYWoPL4vIh594QWbAXtMnfng/PfUvv6SlX72d3tz8vniN32EcOXFe9q7y797893+SY1GGe9ehfIbWWBF3m6X+nVoAQ/Ca9L94Eb4sFrX9tnZyVlcThyd0nz5JvTbbkPhbaZmSBzchN48sI0YaNkzB07Zw2ELzgUrZq8uX0lIiMCOCJ69v6thxlFo+3rQZHqR9ZQHc29hIPY0N1NPUSP0dNuJwCG9NEsTcj73D3OJYEE+YJJtyxgg0ENBCwOyClz28z69ZIXtw1UyUOqe51SY8wur+kv6aO2Oy7CRku3e27B42TEHyCGvVZVr2S2sfw3h4pXcipcX5MiwG+u7WPXTfPQtFjAeDkt5NJFqtHt91HD99kdas3SC75NnuclWt1/AJtbh1t6H87ki5+RC8Wo8a+gWawPlHv+cypDtPrbtnsrhljy2HKAiBa/AQBW/clKnGIsWr621N7ry+bMNpzTjLQzRUdFMyYtF7w2GnnsZG6nc4yFlzXbwsfq8oGuKNq/wGT4jhyUO6W4qLyTqiZMjvE4pHUPZfLtM6PPpFOIFoFLxqR6QkSFnwvvTqJlr7oxWUlXGzjLra4ShtuTrs09NRiOqQBi23CZVikyF6epeiDjtgO3cbpt4IT4L3/nsXyV5lCN4I/y+ZiaZf++r/prr1v3C7orjsHCFmY5OSyVpaJr5PyMmlxIlD/08+UpF0X6+iq7/5T+quviaWYM3Pp4wp0yg2ISFSl+R23vaGOuK1Ourr5dc5LjmzYhrlLbiTktwINFMB0LCY3sYG4n/cus6cEl/7u7rIUTUQx81NWdZaw5ByFy6aUvj4/wvB6wu0CO8bbYKXxafSSeiLh1epj3zZdtZ8a362gVY//oBHT7Mv42npazgPrzp9hhRvUlM3UONeCqbm7z2JWHWgNvfV4j6Hh1fLkUEfIxHg8r1SSxgxIipKunJoxqX/+DVdf3eTWHp8Sgplz77d9F5P9mxyKWTbhbPU09Ii7zvn882Zv5CKvn6P8P6ieSfQ394uUqapm6PmOjmvVbn82jKyBGLXO1JT9TCL4NXyKTVvnNrbOtyn6cpP3tUxvOpP5ZWHgscsKc6XnYfKZyg9x8E8SIYWvJLYXbtmhYDki4fXXbYFbyARw+uNEF4HgfASaPxkD53/5c+JU45xS5s4mbKm3UaxBs4aEQxiHLPcdvI4dVddod7OziHit+SvvkOJhdoS2wdjfhgTBCKZgFkEryRmpTtTyiwNyphcdXjCHbMrqM3WKV9GU+fQ9ZSlgZ+nvvgvnQO181KLEzLQZyhsgledg83TbUJl2ILS7V5ckOsSw6t8Z6GO4WVob733IS25a65LDIoapjvBiywNgT5yGA8EfCdgr62m87/4uciryy0hK4vy5i80bd5aXwhxXl/b+bPUeeEc9ff0yKZcza3oG0spZ/4CiF9fgKJv1BMIheC9dcQITZy/vD4Qr+5P4QlND4iiTmETvMp3DMosDeqQBmV4QsXE0WJrpHcmw73rUAdgK9+RqPdXmUeOX1PnoEMe3ij6i8BSDUfg8n/8mqreeVtUKeP43Mxpt1H65KmGm6cRJtRVdYU6r16m7qtXIH6NsCGYQ0QSCIXg9RUMBK+vxIb2D5vg1T91Y4yALA3G2AfMwnwEWg9/Qed/8bKIW+WWXFJKufMWRF34gr8760n8Zky7jYq+vpRy5y8QuWzRQAAEXAkEU/C+vn+/X7gfnT3bLzsY3SQAwavzNEDw6gQIcxBQEeBLaedf/TnVvr9VvMKX0nLnLyS+nIXmHwEWvx3nz1JX1VWXAVj05t6xCOLXP6ywMimBYApekyKLiGVB8OrcJghenQBhDgIKApx54eKbG6ivg8MXLJQ+aTJlTp8BRgEiwJkeuq5dpa6rl13Eb1xqKuXdsVAWvwF6HIYBgYgkAMEbkdvmddIQvF4RDd8BglcnQJiDAJHwPp5+4Sdy+II1v0AIsPhUfOQerAPiKc2ZJH5H3vcA0pwFCz7GNTQBCF5Db4/fk4Pg9RvdgCEEr06AMI9qAu7CF6Ihp67RNp3TnHVdvYIcv0bbGMwnLAQgeMOCPegPheDViRiCVydAmEctAZF94Xdvi/AFbpm3TKf0SVNxKS3MJ0JKc6bO8Ys0Z2HeGDw+ZASCKXh/s3cvxfixkgcXLPDDCiZKAhC8Os8DBK9OgDCPOgJ1Oz+g86/+O/U0D1RPJIuVYnJyieLjxY9dDXWUkJJCCcmpLmziLAlkzcwWv0vMzCLp5ziTlRI20oFg8dt26viQNGe47GakXcJcAk0gmIL33n/9V7+mu+Wf/9kvOxjdJADBq/M0QPDqBAhz0xPo6eykmv2fUc3HH1LHwc8prrtbrPkGETktFuqPjdXNIDmvQBbALIZZMPNXtMARcJfpAZfdAscXIxmHQCgE79SyMk0LPn7liugHwasJ17CdIHh1MoTg1QkQ5qYlcPXjj6j6831U/+mfKam7mxJ6e2Wh25+SSnEZGRQTFyfEqbKxZ7e/x0l9PU6X33MVsT7nwO+cg+V0e7tultV1B9KamUWJmZmUmJUtBDALYzR9BKRMD7ZzZ8hRXycPxmnjcuYvpKKv34PLbvoQwzrMBEIheLWGKLy9d6C6pD+C110F2zCjFY+Xygw//v1v0rIloQvVgODVufsQvDoBwtxUBNibe37rH+jclvcotrmZkhwOiuvrG1hjbCzFZ+eQpXgkxQyGLwRq8T1dHaKyGAviXns39Tt7qNdhdzs8i+DkvHxKysqmpLx8sqS4hk4Eak7RMA5fduMMG1wcpHfwTQivW4r3LfjaPShuEQ0HwWRrhOAN3oZKYremrol++vQjELzBQx34kSF4A88UI0YeARa6Rza+RlU7P6BEh4MsTifF9fcPCt04SsgvEP8CLXS9kWIh3Gu3U293N/XxVzciWBLAKfmFlDZipLch8boHAt7ifQu/fg/YgUBEEDCL4H15/WZ6/e1tMnMWmNOmjKVn1m6gpYvn0dpX3qKKSWPotReepDc2bZf7FhXk0PoXV1F5WbGw7bY76ccvbaStOyvFz48+uISeWrlcfP/etr307Isbxff33DWXnlv9CCUlWtzuM3uc1/xsA/3DI9+m/9y8g+bOmAzBGxF/EYOThOCNpN3CXANNQPLoXtr8FsW3tZFlMGyBnxNjsZClaATF84U0AzUWwTxv9gTz1xuSMB+cI4vetBEllDqihHAhzr+NQ7yvf9xgZQwCZhG87kIaJA/rkjvnyKKV+23bWUkPLVssNoCFcm19sxCv3FjsFuZny/137N5PC+ZOp+27Kmnzlt1CMGdlpAm7USWFbkWsci5TJ44RY0LwGuO8a54FBK9mVOhoMgKX3v5Puvjb/0Mx7e0Ue4OvoA20uIxMSsgvpLi0yCgaIQlgZ3v7EA8wi9+MUeXw/Pp5dr0Vt5DKGvs5PMxAICgEzC542cP7/JoVsgdXDfHA4dO0bv1mIWSbW23CI6zuL3l9laKV7d7ZsnuIl1fqe/+9i2jW9ImyxxiCNyjHN3iDQvAGjy1GNhYBLhLRuG8vNR/8nOr37CRSeHPJaiVLbr7w5oY6bCGQlPiyXE9XJzna28hps8lDxyYkUMaoMZQ9fiJifv0ELhW3aD913CXeF5ke/AQKs6ARiEbBy2L14SdekJlKoQ4seF96dROt/dEK4cWVmjrMQfq9u7AGybt77NTFIXsWyjheQ15aM9rNQmUcjHozIXiD9t8cDBxmAixwW49+SS1fHqK2w4fksr/StPpjYiiOsyAUFFFscnKYZxv4x9/o7yN7aws5WlpcPL+c6SFz9BghgNH8I+CpuAWPxjl+s26dQRnTbkO2B//wwkongWgTvCx216zdIMft+uLhlby2viB35x32xd7fvhC8XshxQHbloZMeY1kgeP09erAzGoG2I1+IG/c2vnV/buDmvbr1xcaKvLkxKamUVlpGsQnuLycYbW1659Nn76aupkZy2trlmF/2+maPn0QZo0bD66sDMItfe23NkLLGPCR7f7Om3SYEcOrY8UIEo4FAsAmYRfC6E5Ycw6sOUVAKXPbisu6RYnMTrVaXGF4e892te+i+exYOieFVvubp4hrvHQSv4gRrvVnILna+8Se5ydXeV7UbXXKdq13xnlzq7jzN6oMBwRvs//Rg/EASYFHLreXw4NcvD5GjrkYIDnfNml9AlpwcaqurI8dgztuUwiJKyjbWRbRAMhpuLPb6sujtbmx08fqy6M0cVU7J+cjzq2cvpBy/3bXV5KitcQl9kMbllGec8zd13ATx6UJSURGljBmH9Gd6wMPWhYBZBC8vShmqoMzSoIzJVWuiO2ZXUJutU76MptZSnrI08PO0hChA8CqOm9abhbyR3DgIWrJZfu8icUNQ/TMD3lt5WNwsVN44lNJkrH78gSEB3J7moXx3BMGL/1KGk0Dtjq1DxCqHIChbx4Wz1NfR4XWaCVlZZMnOIWtWjvjKosJ2vYqq938mctyKONaSMopLTPI6VjR04Mtu9pYWcrS1ysvlFGc54yci3CFAB4Djfu11tcQCmD3BPS0tXkdWe4HZO8xnufBupEXzCg8dBIFQCN4KjZXWjqHSWsBOZcSENLhzw6spsGeYG+eHU3tipb7uxhkulYZyTB5DbQ/BG7CziIH8IHDulZep9v0t1NfVpck6aWSp6JdYUEhxVisll40WX60FhUPsq/Z+TPWDHmEWclljxlJsgAtGaJq0wTtxbt+uhgbqrKuhG4NFNmKtVsqdOIVyJ00RxS3QAkeg6+oV6mlvFeLX3lBHfd12cjTUEXuH3bW45GQq/Pq9NO4fnwrcJDCSqQmEQvD6CtCfSmu+PsPs/SNe8KrDHyRXu6f0GMoqH8rN9RbWoLxdKN1e5FgXCF6z/4kYf33Cy1t9XZ5o5q0zXSbNHwHH+5AijHPTfvbCc9R44qgYp2D6DJGdAM07gbbLF6n5zCmyK7y+fLlt1F1fo9JFi4eUUfY+Inr4QoAvWqpjz+11NfDu+gIRfYPq4f3NYKlgXzF/d0HoSvD6OrdI6R/RgleZHJkDpLV6eN2l2NC6YSyk//z5UTkBMwSvVnLoFwkE2i5doM/+7SfUVV8nQhhK5i9EXKofG+doaaams6fJVn1NhINIrXj27VQ8Zz4Vzb4d4tcPrjABgVAQCKaHNxTzxzPcEzCk4NV6s1ApcCUbqRqIu5heriSybMnCIVVD2Ot7/tI1unvR7GHPibtwCAhe/GmZhcCVjz+kI6//inq7OikxI5NK71xMcVGShSGYe8he3/ZrV6lD4YXn50me39zJFZQxujyYU8DYIAACPhCA4PUBVgR1NaTgZX5abhYqwxO49nNuVjrNvnWS7H1Vhy94ytKgrhut3D/lGMpQBqkPBG8EnXZM1SOBU5vfolOb/ku8nlE2mornzAOtABPo63FSx/VrbsUvZ3fInVIhvL95U26B9zfA7DEcCPhCAILXF1qR09ewgjdSEELwRspOYZ7uCCBeNzzngsUvh43YrlVRV0O9qO6mbBz6kFcxjQpnzaWU/KEXCsMzazwVBKKDAASvOfcZglfnvkLw6gQI87ARQLxu2NAPeTDH/LZfv0Yd16tcLrwJj/vgpTeIX+PsF2ZibgLBFLy/37GDYmJifAb4ra99zWcbGLgSgODVeSIgeHUChHlYCKjjdUfesZASUlLDMhc81JWAMvSBvb/KS2+5U26hUXd+jUq/8lVgAwEQCBKBYAre769a5des/2PdOr/sYHSTAASvztMAwasTIMxDSoBDGI5sfI2ufvyReC7idUOK36+HcfEPDn1ou3JJto9PSaGyRYtp7L3fQsiDX1RhBAKeCYRC8E4s13ZR9fSFC2KiELz6TywEr06GELw6AcI8ZAQajx+lg79YJ6ccK7x1JiqChYy+/gdJnl91nl+O9x279NuUO/UW/Q/BCCAAAkHNwyt5eLWGKPzhgw/8FrzuqsWGa3vV5Yl5HsMlDAjGPCF4dVKF4NUJEOYhIaDMwsApxxDCEBLsQXuIlOdX6fXlcIfJ3/kehG/QqGPgaCEQCg9vtAreVSuX06zp4SlkBMGr8y8YglcnQJgHlQB7dY9s/BVxLlhunPM1L8I9gY7uLupua6XutjayNTXI/DoaGygpI5PiEhLE75LSM8ianELJGRmUmpMXVM7hGpy9vs1nTlPzudNyrC+Eb7h2A881CwGzCF51JVpOzTptylh6Zu0GWrp4Hq195S2S0q2+sWk7vf72NrGFas+rVOdg685K8bpU0Za/f2/bXnr2xY3i9/fcNZeeW/0IcSEwdTOCtxmCV+dfKASvToAwDwoBdaxuQnIK8UffnO81EltrbTW11lRTR1MjOVUpvLSuJzU3jzILiymjqJisSclazSKinyR8+Y2NlOKMhe/Ye78t9h0NBEBAOwGzCF53IlOqLbDkzjlyzQLux4W5Hlq2WEBSVrHln3/80kaSinrxzzt276cFc6fT9l2VtHnLbnrthScpKyNN2I0qKaRlS4aWQVaHNIQ6nIHnDcGr/W/AbU8IXp0AYR5wAhy+cG7Le9TbOZDblb262RMmRlzVNPbk1l84R01VV1wyFcTExpIlOYUSrFZKsCZSTFycWCeL2B6Hnfr7+8XPvQ479djt1ONwiO+VjT3B+WPGCgEseYQDvhFhGpBFb8Pxo7Lw5Tc5k7/z18jsEKb9wGMjj4DZBS97eJ9fs4LKy4rdbg4X/lq3frMQss2tNuERVvd3VxGX7d7Zstujl1f5MPYMK8VyKE4JBK9OyhC8OgHCPCAE2KN7dfeHdG7L78WlNG5Jufk0Ys7tEZduzNbUSPUXz1FbTbXMhkVpYmqaCFNgketr6+/vI2dXF9k7bOLfjUFRzONkl5RRfvk4Sk7P8HVYQ/eH8DX09mByBiYQjYJXWd2Wt0YKdWDB+9Krm2jtj1YIL67U1GEO0u+HC2tQbjl7fNf8bAOtfvwBj8I70EcEglcnUQhenQBhrotAZ30tXd2908Wjy0I3f+otERe+wEK35sxJ4lhcbuzJZZGbkpXtl8gdDmxXeyvZOzrI0WGTu3HIg+T11bUpBjOG8DXYhmA6hicQbYKXxe6atRto/YurhPj0xcN7/72L/LqEBsFr+D+DoROE4I3ATTPBlDmPbvXn+6h6/2fyaswkdFnk8r/Y2IFwhWC1vt4e6mxppq62Vtnry+ESRRMmUU5JWbAeG5Zx3Qnfcfd+m0oXLaaElJSwzAkPBQEjEjCL4HUXdsAxvOoQBaXAZS+uMtwg0Wp1ieHlMd/duofuu2fhkBhe5Wvqi2v8DG5ShgZ+RuWhk5rCHwJ1RuDh1UkSglcnQJhrIsCe3KYTx4XIrT9xVI7PZWMuHpE5utwUHt30/ALh1Q220FVD55CH7vY2IX77enrEy9EifLmIBV9sG7f025QxWlsyfE2HFp1AIEIJmEXwMn5lqIIyS4MyJlcdnnDH7Apqs3XKl9HUF848ZWng5/Ez3F1aky7L1dQ1iVMhhUwowySCfVwgeHUShuDVCRDmbgm0XbpAbZcvUf3xw9R44pgclyt15ly6LE4yRo+JyMtoNadPUnPVFbEcDl0IlUdXy3HjcAfOBiEJXw51KJowmdJycrWYR0wfruDWdOY0dTfWy3POGDWGRt31NXh9I2YXMdFgEAiF4EWltWDs3PBjGlLwGiFfmxKbMped+l0JBG/oD62ZnsjCltNINZw4Rp11NdR26aKcM1e5ztiEBErOyxdlZNNGjIy4i2i8FhaQ9RfPizjdAaEbRylZWSEJXfDnzLgTvmW3zjRdSrOezg5qPnuaWi9fdMmGwWnNRsydR4Wz5qJ8sT8HCDYRSyAUgtdXOCgt7Cuxof0heL0wVMeZqH+G4NV/CM08QuOJo2J5HD/p7OyktovnxdfWyxdcwhLUDDhvLgvcRI5lzcsna1Z2RGNioVt95qQsqDjbQlpuHsXFDxSJMGrjUAcOc+B/UmaHvDFjqXjCZNOlM5POafu1q9RRfd1lSzi1We6UCsoaM1aUo2YxjAYCZiUQTMH7+x07/ML27bvv9ssORjcJGFLwaq0OwmkyOK3FsVMDVaTU6TDUcSdSbIk6XsVTzAmPyXPh9tTK5eKrOrgbgjf6/pwkEcsrZ8+s1BqOHRHfdjXUDQlB8ESJQxNiEiyUkl9AcRYLJWZmRVws7nAngHPo1pw5JReLsCQlE8fp+pNaLJwnjYUvhzmw8OXGHveSqdNMd7FNYsyFLDquX6POulqyVV9z8fxKfVj4JqSkUl7FNPGrlLwCSs7PF9/zGzbEA4fzxOLZeggEU/DqmRds9REwpODVWh1EeetPsll+7yIRMK3+mUXu3srDojqIsmqIt9QY6qok6koiELz6DmAora98/CF1NdyMV3T3bEm0Kl/z5o0dbg2cOYFbUlYWxSZYyJKaKsQA34pnsWDWxinGrh0/IkoAc+M8uhmFkV/hjAtbtNfXkbO7S6yL43tHTp1muhy+6nPpYC93Qz3ZW5rJ0dpC9sF9Dcb59cd7LIluX+aTN7mCciO8zLYv60Vf7QQgeLWziqSeESV4vVUHUXpj1Z5YaVPcpeQYrhye5A3mG4uf7D825GYhBG/kHPcjr/+KruzaQb3d3bomnVo8UrbnsIM4q1X8nD6iZEDcWa2UlDcgdKOtcbGIy18epLaagY/E2WvN1cxSTXbhi729zder6EZfn1hn2W2ziON7o6l1N9RTn8NB7derxLL5zST/zK3PYafupkbD4kjKyaXJ3/0+lX1loJQqGggoCUDwmvM8RLzgVYc/SOkyPJW4U6fGkLbVU1iDWgyry+FB8EbWH4bw8tbVup10QmoqZY4ampYpKX/gshiaZwIctnDoj7+j2sELabHx8VQweiwVTZxsWmx8CY8v4NVfuiDWyN7ehY88JnL4ovlPoPH4QNy7L63h+EA4kdaWN3UavLtaYUVhPwhec256RAteFqO19c1y4mKtHl53ZfLcba/k3VVWElF7iCF4zfmHgVVpI3Bu31469uE2OcWYJHS5VC+HMURDk8M32tvEcqd89Rs045t/RZbk5GhYPtYIAqYjEEzBu/0Pf6CYmBifmX39m9/02QYGrgQMKXi1VgdRClzJpjA/W1wwcxfTu21nJS1bstAlhpdxsIg9f+ka3b1o9pDzoRbV8PDiTyjaCdiaGoiF7tl9e+QywNEodNXngHML15wbqCYEb2+0/5Vg/ZFMIJiC94kf/MAvNP/+xht+2cHoJgFDCl6enpbqIMrwhKKCHMrNSqfZt06SMyqowxc8ZWlgW6mGtPpwqDM6IA8v/nyilcCVLw8KkctfpWZJShJFGcxWhtffPe5qbxN8uGobvL3+UoQdCISXQCgEb/mECZoWeeHMGdEPglcTrmE7GVbw6l9aaEZASENoOOMp4SHAacXOfrKHzn66h3q6BjITcMseWUo5paNMV30sUJTh7Q0USYwDAqEnEArBe7fGEIUdf/yj4WZ5vgAAIABJREFU34LXaEW8eCHKe1fKEsWh2GUIXp2UIXh1AoS54QhIIvfK4YNyyAJPkotFsCeX/0VLfK6ezVF7e8fNX0C3P/B9xPbqgQpbEAgBAQje4EBW1zUIzlM8jwrBq5M4BK9OgDA3BAFPIpdDFjitWHbpKNPnmg3WRrC3lzM59PX2UEJyMs174PvE4hcNBEDAmATMIni1FvF67YUn6Y1N2+n1t7eJDVGHeapDO5WeWb7X9OyLG4WduviXcnc9Zc4K5QmA4NVJG4JXJ0CYh40ARG7o0HOhistfHKSO5oHctIUTJtPtD/4NYp9DtwV4EghoJmAWwau1iBf340v9Dy0byEutvKzPPyuLdfHPO3bvF0W8tu+qpM1bdhML5qyMNGE3qqRQFP9SN6Uwll5789//iWZNn6h5X/R2hODVSRCCVydAmIeUgLsMCzwBeHJDsw38JqPq+BHq7+0VD0QKs9Bwx1NAwBcCZhe83op4KQt3NbfayF1/d9m0hvPiqsUw912zdoPHhAG+7JfWvhC8Wkl56AfBqxMgzINOwNnVJTIHnNm3Ry4MwQ/lVGK5JWUIVwj6Drg+QF2wgsMcKhYvoalf/Qbie0O8F3gcCLgjEI2CV5kZi5lIGalY8LqrXaAOc5A4egprUAted4I52KcRglcnYQhenQBhHjQCXP3s7L7dotSvlGGBRS7H5Ip/RcVBe7YvA/f29lKnrZ3aWpqot6dHfK9uGdk5lJKWLv4lJib5Mrxh+6rDHCB8DbtVmFiUEYg2wav2tvri4VUW5hrumHBIw+WqWjltrLvCXsE+ZhC8OglD8OoECPOAEuCQhatfHqRjH253ybCQmp1LOaVlQugaIcMCi9q66mvU3tLsVuAOB4VFb37xSPEvPj4+oPzCMRhXauOLbVJ8L4RvOHYBzwSBmwTMIni1FvFSClyOxVUW2Eq0Wl1ieHnMd7fuofvuWTgkhlf5WlKixeVISXUR1q5ZIeJ21c8MxfmD4NVJGYJXJ0CYB4QAVz67/OWBIUUhckaWUU7ZKLIkhb/MbVNDHTXX11JzfR2xV1fZrIlJlGC1CgFrsVhdXuvv7yenw049Tic57N3EP3PjvkVlo6m4dLQphS+vkbM5TF28BJfbAvJXgkFAQBsBswheXq2WIl7q8IQ7ZldQm61TvowmXX47duqiAOgpSwO/JhX4ckdaOZfhCn5p2yXfe0Hw+s7MxQKCVydAmPtNwF3IAg/GRSGMErLgSeTGxcdTUkoqJSenkDXJtxCF7s5OsrW1CvErCd+S8vFUXDrKb5ZGMmSPb/2Fc9RWVyNPK7ukjCbcsZDGzVuIOF8jbRbmYkoCoRC85RO1ZSe4cHqgXDkqrek/ahC8OhlC8OoECHOfCPDls+rTJ8nIRSG8idyU1DSyWF29uD5BGOzs6O6mtpZmWfhyqMO4KbeIOF8zNI7xZeHbWHVFzurA6yq7dSaNn79QfEUDARAIPIFQCF5fZw3B6yuxof0heHUyhODVCRDmwxLgmNza06dEuEL1mZMu5X2lVGL55ePCHrIQKpHrDhYLX35+32CYxOgJk03j7ZXWy+nMWmuqXby+HOs76taZNOrWWRC/+O8ICASQQDAF7/Y//MGvmX7jW9/yyw5GNwlA8Oo8DRC8OgHC3IUAC5vmq1eo+swJ4pCFjsYGl9e5vG9aTq4hUolJF89aGurI3j0QXsBNClcIlCdXyxHhuF729na0tYru2XkFNG7qNFPE9irXz15fFr58Trrb2+SXlOK3aMJkhD1oOTToAwIeCART8AJ6+AhA8OpkD8GrE2CUmrPntrOxQQiXxquXydbY6JIjV8LCacTScvIoLTdPpBEL9+UzvmzGl86qr15yya4QDpHr7uhwfG9zQ5242MahDROnzzBNGjP1ej2JX+7H4Q7s+S2cOEmcHzQQAAHtBCB4tbOKpJ6GFLzuyuGFC6q6FrU0D6kkHgRvuHbG+M+tPXNSTJJFraOrS8TeOrs6qbnqisfJc5hCak4eJWdkUmpuHiWnZxhioXZ7N1VfuUQN1dfkDAuxsbGUzLlxAxSTG6iFOh0OIXo5qwNncpg6c65p4no9MRpO/PKFN/b6jr5tpihpjAYCIDA8AQhec54QCF4f95VzySmrjkDw+gjQBN0l7ywvpfrMKbEiW2O98NJ6E7TS8tlzm5yeSckZGWRJTqGkjEwhbo2QI1e5RSx0qy6cpfrq6/KvOYVYSlqaoUUke3jZE93d1SnmzZfZOG9vNDSu5NZaWy1CH/isSmWMpbWz6M0pKaPiiZMpu7QMHuBoOBRYo08EIHh9whUxnQ0peNVeVc7rNm3KWFHPeeniebT2lbdE2bu1P1pBa362gaTccOqSdurccVJ+OHXOueHyxql3Ul0eD4I3Ys76sBOVvLHcSfLIiu+vXhbeWW7KPlpWzfG2cfEJQtTyVxa1cRaLiME1euPQBQ5bqLlySfboJqemUVpGZkAyLIRq/S1NjXJcb0n5OCodMy5UjzbMczjNWVvNdeKvyrhfaYIc/5tTMkqI4PS8PPE1ITkFuX8Ns4OYSKgJBFPw7nn7baKYGJ+XtPCBB3y2gYErAUMKXnchDVKVjiV3zpFL03ESY25ctUOyWX7vIlq2ZMGQn1nk7q08TAvmTnepGsJ2LJpXP/4AlZcNX2pV7d3lZ0PwhvdPSqosJolSd7NxdHYKEatsTVWXXTIe+LIKyTvLNpKYZSHLgpZbJAja4dbL3txLZ07IQjcpOYUyc/IoPiEyq5rx5brmhnqx5PziETRuyjRftttUfdn729XeRh0N9UIAd7W3DvEAqxesDINIy82ltNz8IUw4ZKJowiRTscJiopdAMAXvT/zMtvC//MzuEL27OHTlESV42cP7/JoVHoUpe1+5PbVyuceydSxa1eOovbaeDoi7fhC84f1zOrtvDx36/TvU2dKkayIpWTkUbx0ohZianUPxg9W+UnNyKX4wZywXczBz4zK/p748SE31tWKZSSkplJNfSCx4I711tHMp4yrq7+sTa5pxxyKKt7iWvoz0Nfo7f3uHjfhfa/V16nU6qKO5iew2Gzk6OzQNyX87M759v8gNjAYCZiAQCsE7asoUTagunzgh+kHwasI1bKeIF7zq8Aep5B17f9/ZspueW/0IKWs6S57imjpXgeQtrMFT3WcIXv2HUO8InL6r5tRxj8NYWLiVjnZ5PZU9Vbi9LphwHttPPthKh/68S/zMGRfGTJhMeSaLeWVP7/GDlSJfL8fzPvjYkz5XedN7ViPRnv++pMax6uwdVraiSVPh3Y3EjcWcPRIIheBd+J3vaNqBPb/9rd+C10gJAN7btpeefXHjkDV7016aIGnsFNGCl8VubX2zLGq1eniVl860cJJifufOmCzCJZQNglcLQfQxKoGqC+do22//k9qaB94AFpaOotLycRQfn2DUKeuaF4v7U4cPUleHTYhdFr3RcplNFzgYg0AUEYDgDf5m+xJOGqjZGFLwuhOYnkIRGASHMEg2hfnZ4md3Mb3bdlbSsiULXWJ42Z7HPn/pGt29aLZbrp68u9wZgjdQRxHjhJIACz8WuueOHxGP5QtpXKjBLGV5h2PZ29tDpw8fIg7hYNF71zfvF6nL0EAABECACZhF8GpNAPDaC0/SG5u20+tvbxMHoKggh9a/uEoOH1Vf9Jc+See+Ss+tOnHAcKeJ7S5X1cp3skJx8gwpeHnhLDIffuIFwUCZpUEZw6sMT+ANys1Kp9m3TpIBqsMXPGVpUG+uEry3jwQgeENxTPGMQBJgkctil0Uvhy+UlI83XSleLbyYQ0PNQLq1GX9xJ931zb/SYoY+IAACJidgFsGrNQEA92OH4EPLFoudVX56zj//+KWNJDkT+ecdu/eLBADbd1XS5i27iQVzVkaasBtVUjjkk3D1cQmHd5fnYFjBGyl/TxC8kbJTmKfaq5uelS0yFrCXM1obF9I4d+KoWD4L/yUP/DVlZOVEKw6sGwRAwEQeXk+C11sCAOWn2s2ttiEX/fmQuPsk3tPdKfWhCod3F4I3AH/aELwBgIghgk4AXl3PiJWX2Vj8L/nO34jwDjQQAIHoJGB2D687wav8VJ13nWsdsOeWBa+7e0/qMAfppHgLa3AXnhqqUwYPr07SELw6AcI8qATg1dWGl+N6+U1By2AGAha8LHyj2futjRx6gYD5CESb4GWxu2btBjlu1xcP7/33LhK1ELQ2ZXIBrTaB6gfBq5MkBK9OgDAPGgFlBoZojtX1BXD11cuilDKnLoO31xdy6AsC5iFgFsGrNQGA+mI+hxxIsbmJVqtLDC+P+e7WPXTfPQuHxPAqX1Omg5VORji9uzwHCF6df6MQvDoBwjzgBNR5dRGr6xti5nfuxBGRxYEbYnt944feIBDpBMwieHkftCQAUIcn3DG7gtpsnfJlNCkW+Nipi2JrPWVp4Nc85dUdLr1rqM4LBK9O0hC8OgHCPKAE1Hl1R44ZS6Xl4wP6jGgZTOnt5TXPv3spzbzjKwhziJYDgHVGLYFQCN4yjZXWrqDSWsDOIQSvTpQQvDoBwjxgBHb+8XdytbRg5dXtdtiptbWV2jtt1NFxs/RsYmIipaemUmZGFqWlpAZsTeEeiGN7L50+Kacv4zCHmQvuovmLl4R7ang+CIBAkAiEQvD6OnWUFvaV2ND+ELw6GULw6gQIc90EQuHVbWlrpYtXLlFre6vX+XLMV+mIEirKL6L4+Hiv/SOhA2dyuHTmpBzmkJGdQ/O/tpSmzpwTCdPHHEEABHwgEEzBu+ftt32Yyc2uCx980C87GN0kAMGr8zRA8OoECHO/CahjdYPh1WWhe/bCWero6pTnmZyYRImJSWSx3Cw/7HT2kNPpoG6Hg/r6ekXf+Lg4KhlRSmNKR/m9RqMZclzvxdMnRGlibhC+RtshzAcE9BMIpuDVPzuM4C8BCF5/yQ3aQfDqBAhzvwhwCq1d//07amtuEvaBjtXt7e2lC1cv0bXqa2L8uLh4ysrIpJSkZIqNjR12zp3dXdRuayO7wyH6scd38vjJwt4sjQtWXLlwjpz2bghfs2wq1gECgwQgeM15FCB4de4rBK9OgDD3iQCHL3zywVaROosbZ2AYPWEypaSl+zTOcJ1tnR109ORRWbBmpmdQRlqGV6GrHrPb0U0NTU2yx3dk8UiaMGZcwOZphIE8Cd9xU27B5TYjbBDmAAJ+EIDg9QNaBJhA8OrcJAhenQBhrolAW0sT7ftgKx0/UCn6c17dMRMmU17xSE32WjtVVVfR2YvnRXdLgoVys3PIarFqNXfbr6WthVrb28RrqckpNOOW20wT2ystWC18pcttHOOLUsW6jg+MQSDkBCB4Q448JA+E4NWJGYJXJ0CYD0vg3ImjdHDvLtmjy505fKG4bDTFx9+ModWLkUMYzlw8R7X1tWKo9NQ0ysnK0TusbO9wOqiusUF4ezm297ZbbjNVNgdpoc31dVR99ZJ8uY1/P3XWXKqYeTuVlJvLux2ww4GBQMBgBIIpePe/8QZRTIzPK5798MM+28DAlQAEr84TAcGrEyDMhxCouniOzh47QudPHJFjdNmjy97cEaWjA/5ROYvdQ0e/EBfTYmNiKTcnV8TqBrr19/dTTX0tOXucQvROGj+Z8nNyA/0YQ4zHl9vqrlfJ6cx4UnzBbeyUaVQxay7lB9gzb4hFYxIgYBICwRS8v1i40C9K/7Bnj192MLpJwJCCV6rqsWrlcp9qNAdrY9VVSJSVRCB4g0U9OsblUAUWR1cvnKP661V09cJZ4uwLUrMkJglvbn7xiIB6dKXxOV73i6NfUG9fX8BCGLztXENTg5z1YdL4SVScX+jNJGJf572sq66i+urr8gU3Sfyyx7e0fAKVlI9F2EPE7jAmbkYCoRC8I6ZP14Tu+uHDoh8EryZcw3aC4PXC0Fs5PAhe/YfQjCNIQpbXZu/upvrBbAdtzY3U1txMju4u+Xfq9bPIzc4voILikQG9jKZ+TnV9LZ27cFaIXc6kUJBb4PPFNH/3ThnXa3bRKzHiXL7VVy5RW0uzi/iVXucSxhnZ2ZSRnUuJSUkuXmBrouvP/nKHHQiAgHcCoRC8WkMU9r/5pt+C12jOw/e27aVnX9wo1lNUkEPrX1xF5WXF3jckQD0MKXhfXr+ZXn97m7xE9qhOmzKWnlm7gZYunkdrX3mLKiaNobU/WkFrfraBpPrO99w1l55b/QglJVqErbr+s+SZHc5jq+bKG3S5qpaeWrncLXII3gCdRAMPw166+pqB9FxK8co/Xz0/kC2BW311lYt3VsuSOFSBMywkp6VTZlaO+J4vPAW7cbyulHKML5Ll5eQF+5FDxmfvcmNzo/h9YX4hTRk/KeRzCNcDWfyy8OU3QOzh7+sdyF3sa+Ozkl9c4mJWOvZmKWkOnWDxzK3EZBkyfGWF/iCglQAEr1ZS2vsdOHya1q3fTK+98CRlZaSR+mftI/nf05CC1927kgtXqmnl0+toyZ1zZPHJwLjNmj5RFrfL711Ey5YsGPIzi9y9lYdpwdzp9OOXNlJhfrYYh5/Fonn14w+4faehFt/qdyUQvP4fvlBaSh5X9rSyaFU3e5erx3U4D6yWeUtCVurL6cO4xSdYKDUtXWRZCGQqMS1z4j4cr3vi7ClZaOZm54b18lg0i17lnnEJ4y6bTXj+u7u7xD512drlLnxmpZy/Wvd6uH4shK2DcdrCmzzCVTSzreRlhlAOBHGMEUkEzCJ4tToPWYS+sWm77GhU6xy1k/DRB5fIOkzptVU7HZV7zv0qD52UnZKs6diJ+fyaFSHz8kaU4PUGhzeXGwtZT+8e3EFmu1ElhUIoK5u0yfffu0iOJeZN27xlt/wuBYI3Mv4zdvxgJX2y408ut+d9mXlWXoHcncMNpJZbUCR/n56VJQStUVtrWysdOHyQ2trbROhCCYdMJKeEfbq2Thtdr6mh/v4+Kispo1nTZ4Z9TpEygd4eJ7W3tLhMt7GuRv6Zs0ZIraXh5vda1zdyzDj67uNPau2OfiBgCgJmEbxanYfcb9vOSnpo2WKxf6yJauubhTjlpnQS8s87du8XzsPtuypd9JAnLcU20lxKi/PFuGw73KfnwThIES941e9gpHceLHjf2bLbJcSBAUqe4pq6gQpVUlNeRJN+507wqg8QBG8wjmVwxmTRe+X8GbcXhBKTk6lA8dHwwEfFgc1xG5xVaRv10LEv6U8f/EkUk0hNSaVpkyooMTFRm3EIetk6bPTFscPU29dLk8dPovuX3meo+YUAQUgfwQVMpGbv7hIZJdSNvcpf/db9IZ0XHgYCRiBgdsHrzXmodBg2t9rcemLd3W/ypLukPWW9duZCFX2y/xhieCUont6VqDdJ+S6E43a1enhfenWTiP/lOBJvTf2ORR0CAcHrjSBeDycBu91OWz7aSl8c/VJMoyi/gMaPGW/Iwg8selmY9/X1UVF+If3we38L0RvOw4Nng0CUEohGwcti9eEnXpB3nO9JcagDC153mkkd5iAZegprUN+H4uetWbshpBfXDOnhdffOwVMoAkPmEAbJRhmb+9g//ZyUMb3ssl+2ZOEQ9zyPff7SNbp70ewhf97qTVHHoUDwRul/ESNg2RevXKLf/eldamlrpfi4eBpfPk4ISSM3Fr0nz52mjs4OkTlixff+looVYSNGnjvmBgIgYA4C0SZ41TrHFw+vMuRzuN135zxkjRbK9LOGFLwMTfluQ5mlQRngrAxP4CDr3Kx0mn3rJDmYWh2+4ClLg7f0GMqgbOldj+QdhuA1x3/gzLQK9up++Odd9OmBT8WyjBjCMBxvUQjj2Jey6F36taU0o+JWM20R1gICIGBgAmYRvFqdh+o7T8q7Sux4UMbw8pjvbt1D992zcEgMr/I1KVuWtM3q+0/w8Br4D8DT1CB4I3DTTDxlDl3Y8uFArC630SWjaEzZ6Ihc8cmzJ6lm8NIV4nojcgsxaRCISAJmEbxanYfq8IQ7ZldQm61TvpyvTvHqKUsDP8/dfSjpECjvXHlzNAbj4BjWwxuMxQZjTAjeYFDFmL4S4PCFj/68iy5dvSRMM9MzaPyYcZSW6j1O3ddnhbJ/Q3MjnThzUsT1sqfh3sVL6bZb4O0N5R7gWSAQbQRCIXhRaS30pwqCVydzCF6dAGGui4Ba6MbFxdGE8vGGj9X1ZdEconHi7ElqbW8TZlkZmfTVv7gLwtcXiOgLAiCgmUAoBK/myQx2RGlhX4kN7Q/Bq5MhBK9OgDD3i4A7oVtaXEKlI0oMmYHBr0WqjNjbe+bCOXI47OIV9vjedssMmjphEo0ujcywjUBwwRggAAKBJRBMwbv/jTf8muzsH/zALzsY3SQAwavzNEDw6gQIc80E2NN58uwp+ujPO0XmBW7s0TW70FUDqqmvpavXq8SlNqmx+B1TNobKy0bTqNLRyOyg+VShIwiAgJpAMAUvaIePAASvTvYQvDoBwtwrgZa2Fvpk/2f0xdFD8mU0qzWRivMLTe3R9QaGU5jV1NVSfXOj7PWFAPZGDa+DAAh4IwDB641QZL4Owatz3yB4dQKEuUyg0dZG56qv09WGOrrW1EBOWzt1NzZQT1en3CclJZXKRpSYKkY3EEeAvd8t7a3U0tpMzW1tHgXwlPGTRSU3I1WZC8T6MQYIgEDgCEDwBo6lkUaC4NW5GxC8OgHCnD47c5I+OnJQiNy4/n6yOJ1ktdsp9sYNQYf/tz82lnri4+lGbKz4XWFmNhVkZYuvCXFxoKgi4E0As+iF+MWxAQEQcEcAgtec5wKCV+e+QvDqBBjF5merr9Gbu7ZTk62dLD09ZHU6KcHplInExsVRUmoaWZNTqLu3h3p6e8nZ00OO3h65T3xcHI0pKKaRuXmUbLFGMc3hly4J4PrGempsbpI7c+zv5AmTaUbFbRGbrxibDgIgEFgCwRS8x159lSgmxucJVzz2mM82MHAlAMGr80RA8OoEGKXmv/3kY9pz5CBZ7HZKdDopZtCbyziSU9MoJS2drElJbun09PZRt9NBrR02WfxKwnd0QRE8vl7OFFdy44wP1bXVcqozNuGyy3fMno+Qhyj9m8SyQUAiEEzB+5tbbvEL9HePHvXLDkY3CUDw6jwNELw6AUaZeW19Hb32h03U1dJM8X198urj4uMpLSOTktPSKXYwbEELGkdPDzW1t1HnYKquJIuVpo8eSzlp6VrMo74Pe34540N1fY0obsFN8vp+9S/upKyMrKhnBAAgEG0EQiF4C2bM0IS17tAh0Q+CVxOuYTtB8OpkCMGrE2AUmHOWhVNnT9Hxc6fp0uWL8opjYmIoKSWVUjMyyWLVF47Q7XBQQ1ur7PEdlV9EU0tHRQHdwC2R052pvb6c33fmLbehyEXgMGMkEDA8gVAI3oq/+ztNHI796ld+C16pJPCqlctp1vSJmp4XzE7vbdtLz764UTyiYtIYuXRxMJ+pHBuCVydpCF6dAE1qXl1XQ5evXqKDR74gFlLK1h8XR7k5eZScmhrw1XM8cLOtXYybnpRMt0+cihAHHymz1/fi1YtU39Q4xOs7f9Y85Pj1kSe6g0CkEYDgDfyOHTh8mtat3yyL3JfXb6ba+mZ6bvUjlJRoCfwD3YwIwasTMwSvToAmMZeKQly4epEuXbkkF4aQltcXF0d9sbEUb7HSyLx8n8IWfEXEYQ7VzY3U29dHHNvLojcjKdnXYaK+vxTrqy5ywaWNJ42fTDNuuRXiN+pPCQCYkYBZBC+Lytff3iZv0U+ffoSmTRlLz6zdQEsXz6O1r7wle1rf2LRd7ltUkEPrX1xF5WXFwrbb7qQfv7SRtu6sFD8/+uASemrlcvG90mt7z11z3QpYyX7ujMm0bMkCYXfhSrWYx/NrVsjPCfZZMqTgNZIbnjdl5dPrqKbu5s1upSsegjfYR9SY43OYAhc9uHDlEl26cnGIF5cLQ2RnZFByWgadrr0uxKc1PkFkU/AlRtff1ff39wvR2+10CtE7a+xExPX6C5OIpFhfdZELKd63vHQMjS4bhZhfHYxhCgJGIWAWwetOS0maZsmdc2TRyv227aykh5YtFlug9L7yzyx2C/Oz5f47du+nBXOn0/ZdlbR5y24Xr+2okkJZ1Er76U7whkPnQfB6+Qvz9i4Egtco/4kK7jwuXb1ENXU1dL2uxq0Hl5+em51D2ZnZlJmeQWmpadTT10c7jx4KudhVkqhtaSZbd5f41bTRY6kkJy+4oKJgdC0V3ooLi2lM6Sgqyi9CkYsoOBNYorkImF3wevOsKsMPmlttbj2x7kQs272zZbdbLy97gisPnZRfg+Ad/JvR6oZf+6MVtOZnG+jYqYGLQGp3ugRUep3d+exOV7vnpd+7+5OF4DXXf8i8rYaFbbfdLjy2za3NVFNbM8R7y2PExcVRWkqq8OhlZWYO8eyx2P3s9HFq7+4KqWfX3foger3tuv+vs+eXU5zxWWlpa5VjfpUjshe4qKBYnBN+Q8Tpz5ISEyGG/ccOSxAIKoFoFLwsVh9+4gWZq/RJNgvel17dRKy3sjLS5NfVOkp6wVtYgxQWwf3VoRNB3VQiTv+pSAAa7KdpHF+rG543iBvfPpRslt+7SIha9c+8OXsrDws3vNI9z/1YNK9+/AG3cSTqkAb1zUJ4eDVuahi7sYjldvHqZZdZCJHS2ip+J/XxNM3UlFRKS0mhtNR02YPrqa+RxK40x9aODmpoH1grPL3BO4xSgQubzUa2Tv7X4VYEK2fAMcGZg+nPJFGsfF0SyNLv4DUO3v5hZBBgAtEmeFlLrVm7QY7b9cXDe/+9i/zKAMHa6q33PqLVjz0Q3ZfWPAleb2549gxz42Bq9Y1A6c/YnceW7dzFnbj701ffLITgNf5/INf/16/pcpWr2PU064z0DEqIj6e8nDxKSUmllKQk8b3W1tPTQ9u/3E8tHTZKtFhoXNEIio0xRunf5o52qmqsF0uZP6mCxhaN0Los9NNBgM9Ea3sY9G8zAAAgAElEQVSrKHLhdDqpoalBjKas+KZ1+ML8Qrr/3vtwWU4rMPQDAT8ImEXwar0sptZLHH4gxebyJ1RKJyGP+e7WPXTfPQuHxPAqXxsu80I4whn4GESUh9ed4FWHP0i3Bz3Fkri7hMYghgtrUP69sL3SvQ/B68d/TcJgwqK3vGy0y5OzsrIpKz1T/K64QH+sZVVTA722/Q+iVDCnBJs3cQrFx8WHYbWeH/nlpfN0fVBwrfrmd2h88UhDzS8aJ8MXIKVPGlraW6mlpdkFA6e44zAbbsv/8j5cjIvGQ4I1h5SAWQQvQ1OGKiizNCizI6jDE+6YXUFttk75Mpo6PNRTlobhtJRyjFCHMkiHJ6IFr9rbqtXD6y4eRetfEwSvVlLR1Y/F7ro/bBJZEYwqdqUdkURvksVCq771AC6yRddRxWpBAAS8EAiF4M2fOVPTPtQfPCj6odKaJlzDdjKk4NXqhlcKXMlGSp3hLqaX024sW7JwSIoNFrHnL12juxfNHgKL02+MHT1Sju9VPpM7w8Or/xBG+giHL52nN3dtF2I3OzWNZo+baDjPrpoxRG+knzrMHwRAIFgEQiF4fZ07BK+vxIb2N6Tg1eqGV4YnsIs8NyudZt86Sc4Vpw5f8JSlYTj3uvrmovoGIgSv/kMYySP86eBntOXAp2IJI3Ly6NbRYyNmOUrR+8/L/4Zy0zIiZu6YKAiAAAgEi0AwBe+xV1/1a9oVjz/ulx2MbhIwrOCNlE2C4I2UnQrsPLsdDnr1/T/S2eoqMfCUklE0uqAosA8JwWh7TxwRqdNG5uTR//jmdyjJag3BU/EIEAABEDAugWAKXuOu2vwzg+DVuccQvDoBRqD52epr9Or235uiillvXy99evoERG8EnkNMGQRAIDgEIHiDwzXco0Lw6twBCF6dACPInL26/33gU9p17Asx60iJ1/WGGKLXGyG8DgIgEE0EIHjNudsQvDr3FYJXJ8AIMWevLl9M45Rj3MYVj6QJxSURMnvv04To9c4IPUAABKKDAASvOfcZglfnvkLw6gRocHP26r758fvEmRi4ccqx6WPGia9maxzLu//cabI7HYjpNdvmYj0gAAKaCQRT8J5bt45iYmI0z0XqOPapp3y2gYErAQhenScCglcnQAObc+jCf+/fJ8fq8qU0M3l13aFXe3of+8Y3kb3BwGcUUwMBEAg8gWAK3u0j/Sv2841r1wK/0CgbEYJX54ZD8OoEaEBzdfhCQUYWTSkdTclByGDQ0NVB9Z0dgkJDx8DXFEsCJVuslJJgoczEJPEvlE0perk4xePf+DYqsoVyA/AsEACBsBIIheDNnjtX0xqbKytFPwheTbiG7QTBq5MhBK9OgAYy52ppmz/5WE41lmixiry6OWnpAZuls6+Pqm1tdL29larb2zSNm2yxUH5KKhWnZ9KIEOXKZdH75cXzVNfWIuZ476x5tHTm7Zrmi04gAAIgEMkEQiF4xz75pCZE53/+c78Fr1SAa9XK5TRr+kRNzwt2J57Tmp9toNWPPyAX9JKe+d62vfTsixvFj+qaB4GYFwSvTooQvDoBGsC80dZGfzrwKX125qSYTXxcnMipG8jwhc4eJ11ubaZzjfXU09cnrzo5wUKJ8fEUFxtL/D23nv5+6unrJXtvD3X39lKvon9CXByNSM+gcTn5IfH8nqmuonPVAx+lca7e79xxJ7y9BjizmAIIgEDwCEDwBp6tVA13685Kclfsi4t8rVu/mV574UnKykgjdVXbQMwIglcnRQhenQDDaM4X0n67b5csdHkqo/OLaMKIkQErDcxC92R9DV1uaZZXao2Pp5zkVEqzWCku1vvlBXtvL3U6ndRq7yJHb+9NsWyx0PicfCrLzCZLXFzQSHJmCq7KxpfZuE0fPZbuumUGhG/QiGNgEACBcBIwi+Bl0fj629tklFxtdtqUsfTM2g20dPE8WvvKW1QxaYwQmW9s2i73VQtSpVjlwR59cIlc0dZXr6wnDy/PdVRJIS1bskDMVy2AA3EeIHh1UoTg1QkwDOYsdHce+4I+OnJQXEjjxmWB2aMbqDhdDl0419zg4tHNGIzHTbEMeHL9ac6+fmru6qB2p0P2/Epe38n5RSLuNxiNQxwu1NXQpboa+bnji0to3sSpdPuEycF4JMYEARAAgbAQMIvgdRfScOFKNa18eh0tuXOOLFq537adlfTQssWCN4vP2vpmem71I+LnH7+0kQrzs+X+O3bvpwVzp9P2XZW0ectuF6+sUrS62zx3glcS1HNnTJYFL8+Thfnza1YMCX3w91BA8PpLbtAOglcnwBCah0Lo8nLONTX83/bOPTiu6kzwn16t91uWJfklsMEY4rEJYDxMAk7YwJaJ9w9n4koyVbtZUo43yf4RoKAw1AxhUmDKLGSqspusxxUmf2w2rJmkatfBM8kuwSEvBYfEicE8bGMby5Ily5Kl1rP18NZ35Ntctbqllm73ffXvVFFG0j33nPv7bpufDt/5jrzV3RlPXVDRXVJeKZGC/Iw+bXRszKz66p9W03FubGwyOb/ZaMnEVze2mVXfDbfKivol2RiWe0IAAhBwjUDYhXc+kbSvrvZejiYVz2SSqv1eOnjYiHJpSfLFl7mE97PbtsRzjRFe11739AdCeNNn5eWVmp978Miv4wdH6Clpa5etzOiGtPMD/XL0QrsMX1011pzcJeUV4mRFNx1muup7cSgq0bFRmbpyxXRxQ3w7+/rkdFeHOZbYarrBb0PrGrlj3UeQ33SCxzUQgIDvCOSi8KqsfvHrz8RjYaU6qPA++50XZc9jO01urdUS0xys78+32YwVXt+97ulPCOFNn5UXV7ohupqne6T9AyOd2nTTm1ZTyLboJvKcnLoivSNDcml4KC6+rbV1sqFpeVZzfFV4z13sls7LvfE8X52bJb9rl60wK8A0CEAAAkEgkGvCq7K7e89+2bf3IZM+sJAVXvuqbDqxJYc3gZIfS2noFK3fgL7/D4/Gl90R3nRecXev0aoLr/zpD/Lbd9+M5+hqiTHN0V3RkLn/5W7l6R7v6jQPmJ+XZ1ZW68u8PYXNEt+LV+v7ao7vTY3Ncp0L6Qap5Ff5aM6vyu/aluWyvL5RSrNQ19jdN43RIACBMBIIi/CmmxubuEFMN6JZubklxcUzcnj1nj96+RfymfvumpXDa//ZQlIaLL/KySoNfhRe+3I/wuuvv+I0N7f9Ure829Euf3z/hLRfuhifoKYurGhYmlHR1ZvrYRFHzp+Npy/UlZYZ2U2n6oJb9DTVoWuwP57jq/O7Y+U1WV3ttT+bym9n3yXp6uudkfZgXaMrwPWV1UaCdbOg5v/WVlZxsptbLwjjQAACSQmERXjtC3X67/YqDfbNYInpCR/btF76o0PxzWiWkx17+33DK1WVBmsMq9KCHW6yFIjE9IeFVnxY6Ovry01r6ZbS0JwSLWBsBSERXmKQNNgaiETw1vdTwdPkac1heeRrn5fH9uwXexFnVnjTf+VOdJxLerGK6lxtaHR0hsTar30vyT01pWBpTZ2sbGjMaI6ujqurum91X5CTl7rNNLTEWFNFlevpC+lTFyO8etCF5vfqau8dK6/N2qa2VPPSzW5a3qxnYED6hweld3A6/SNVs2RYa/8uqa42MlxSXEJe8EICz7UQgMCiCLghvJy0tqjQOOrkS+FNt5SGrrpq0xNErD47tm0xUpv4tUrua21HTSkNe4mNuU790HvbdwrW1VTKVx79Vk4Ir6YF9EUHZr1cyeT03fMzRfZStD++OczR27mAzrqSW11WIQ1VVUZ2s9Euj47Ikfazon9q0w1p+k8QmqY5nOvvk+Hx6TJsG5uXu5LiMBeb4bExGYmNib5rExOTRoR1w59V73c+GTarwg2N8ctUjsuLi1klDsILyRwh4GMCbgjvQh+fo4UXSmz29YES3vlKadhP5khVtDhZqYvEgscWpkQZTibiYV3h/c27b8nBI7+R3iTSu9jXbml1bdKuTXX1896yqTa5xDZlSW4TJ/ROT5f86swpGZuclLLCIrmmtj5+Mtq8k/fRBR3Ry3L+akxvaGiUu1ev9dHsPpyKrgDHJsblQl+vxMbHzXs4ODYqQ1d/2Ug16brKKnMM8h1rb/LlczEpCEDA/wSyKbwnnntuUQCue+ihRfWj04cEAi+8iekPVm5JqnpwVtHlzq5LM96DZGkNqa7VjlYeb1iFV59Rpfc3b785g5PmWyY2Le9lb3WVlaHKw/ynP/xODr33lnlEPdVsY9My1/Jgs/GX1enLffKnznYZn5qULdeskS/evNnXKRmJDHRFuDcaleGxUTnXM51aok3//d9suJUT4LLx0nBPCOQQgWwKbw5h9N2jBlp47aeB6I7AdFd4k9WUSycyubTCmw6PsF+jx/nu/dUr5mhgbbcuWyXX1CRfpQ4aC03LePX0CZmYmpLWmjr5xie3Bkp6g8ab+UIAAsEhgPAGJ1YLmakvhTfdUhp2wbX6WMffJcvp1aPztm+9a9YxebqSe/J0u9y7ZdOc7BDehbxawb5WZfcbPz8kZy73SmF+vnzimuukpqQ02A+VMHukN1Th5GEgAIEMEUB4MwTSZ7fxpfAqI3sZsFSlNOwpB81L66Whtko23bwuft5zYkpCqioN2tcquDxXfBBen729WZqOSu4Tr7wsw+PjUl1cIn+1arWUFxVlaTRvb6vS+6sPTsvIeIyVXm9DwegQgIBPCCC8PglEhqfhW+HN8HNm7XZhzuHNGjQf3zhRdrdcc12g83XTQa2l1g6fPiH9Y6NIbzrAuAYCEAg1gWwKb/tTT0leXt6C+S177LEF96HDTAIIr8M3AuF1CNBH3V89c1K+/8Zvzcqubk7blLAZz0dTzfhUVHpffu8tcnozTpYbQgACQSOQTeH9XXn5onDcPjS0qH50+pAAwuvwbUB4HQL0SXetwqDVGLTlmuxaISCn1ycvI9OAAAQ8JeCG8FZ+/ONpPWP0l7801yG8aeGa8yKE1yFDhNchQB90/2+/e00Onz5pZrKhaZlcX7/EB7PyZgp26dWSZV+7/U5vJsKoEIAABDwi4IbwppuicP7ppxctvMn2HXmEND5sOod9LbaS1nzPhvDOR2ienyO8DgF62N1eiaEov0A2NC8PTdkxJ1iRXif06AsBCASdAMKb+QhalbRefqVNkhUKsOT82Nvvy/p118p3n3lAaqsrMzoRhNchToTXIUCPur/eflZ0ZVfzdcNadswJWqTXCT36QgACQSYQFuFNPJjLXvHq05+6Q/Z8+wdxufynF/9FvvfDQyZsiUJql1X9uXXAl/77jw+9Jn+79wXT7767N8uTD98vei5CqsYKb4A/GQhvsIKnq7rf/2NbPIWhoaxcNraskN7YmAzqUbbDw/EHaiorM//eVFomtZESieTnB+thHc4W6XUIkO4QgEAgCYRFeJOlNFjlWrd+8vZ4CVe9Ts8p+JvtnzLxsh/qpV8/8ewLYp1xoF//9PDrcufmjfIvP2+TAwcPx1djtV/riibZvjV1KhzCG8iPxPSkEd7gBO+lt47KT945ZlZ1NYWhpaZO+qYmpWv0Q8md62kqCotkaWmZ1BWXTP8ZKQ7Owy9ypkjvIsHRDQIQCCyBsAvv43v2y1O7d8rqVS1JY6TnIDy374AR2d7LUUl2fbIDwrTfSwcPz7nKi/AG9mOB8Po9dLqi+4szJ+Qn774lF4cGzXRrSstkIhKRi2Oj5uv8vDxRmS0tKJTSwkIpuFojcXB8XCavTMnI5IQMTUzMetSi/Hyz+ttUWh5qAaZ6g9/fcuYHAQhkkkAuCq/9sC9laeXRqvAm20SWmOZg8Z8vrQHhzeSb6vK9WOF1GXiaw+kBEi+/+6Zorq6u6GorLYpIU02tHI/2x0V3WVm5VBdFJD9v/nSF0ckJk/YwMjH95/jU1IzZWAK8srxSVpRXhioFAulN88XjMghAIPAEck14VXZ379kfP3F2ISu8n922RW7beEPaMUd400blvwsRXv/EpHt4UH7fflZeff+EqPBaTfN0b2pslhNDUTl1VXYbikvM6mw6opvqCcenJo346kpwMgGujRTLmqoaWV1ZHQr5HRofl1+fPWVOZCsrKpIn777PnMxGgwAEIBAmAmER3mRpB5rDm5iiYBdcrYygG9Gs3NyS4uIZObx6zx+9/Av5zH13zcrhtf8s1cY1hDfAnxSE19vgacrCkfMfyOvtZ8yfVtPKCypj1zcslaKCAvnp+bPSFxsz6Qu6AltVlHoX6WKfyBLg/lhMBsZjM26j0qv/qGQHuemJbL/+4H3pGZ4+9ec/fvR22Xr9TUF+JOYOAQhAYAaBsAivPpQ9VcFepcGew5uYnvCxTeulPzoU34xmLxmm90xVpUF/pmMk27SWLAXCnv6QOEbiOJl4RSlL5pAiwusQ4CK7W5JrHRhh3UZPSVtWWS3LqqrNt2JTUzNkd01ltZQUFC5y1PS7TV2Zkv7xmCTKr6763lhTZ+Q3yO2Pne1ysrfHPMKNjc3ytc0fl8ayiiA/EnOHAAQgYAi4IbxVaZ60NsBJaxl7KxFehygRXocAF9Ddklx7Xq5215SF1toGWVZZJZGCghl3fPVCu5wbGjQru27JbuIj6cpv79iYXBwbkakrV8yPdZPcHY3NgV7xPT/QL6+fPysTU1MmxeHTN6yXrdfdKOWRzK+eL+A14VIIQAACjgi4IbwLnSBHCy+U2OzrfSm8fjoOz6pZ19l1ydBL3IGI8Dp/CVPdQXNyj3ddMOkKb3V3xjef6fXVxSXSWlsvy6pqpLyoKOktft3daXJ2vZTdxIn1xUblwshwfMPb0pIyuW3J0sCWONMUh6MXzsvZqznTiG/2Pg/cGQIQcIdANoW3/amnFvUQyx9/fFH96PQhAYR3nrdBk7dXtDTGdyFqYWVtD+7aYf5EeDP3cTp+8YKc6bskp/suyVvdF+JlxKwR0pFc69rXe7rknf4+X8munVTP2IgRX2vFd111rWyoWxLYzW3dQ4PmlxIrt1ef9bZlK2XT8lbzJ6u+mfuccCcIQCC7BLIpvNmdOXefi4AvhTfd4/D2PLZTdj+9X/TsZW2Jq6+JSdBWMnVi8nSqJOtk4FSA2944Hi+sjPAu7AOmUqtNhVbbm12dcnEoOktu9We68ayxvEKWlFfOuZKbOIOT0X75TXen+bbmypYXJl8BXtjMM3+15vmq9PZcrQcchjQHFd8Tl7qlIzowA5huIGytrZPGiiqzmVAFuKG8grzfzL9W3BECEHBIAOF1CNCn3X0pvOkeh6e7D81K0sYbxOqzY9sWs0Mw8WuV3Nfajprj8OzH5M1XIsMeN0uU7Ufs5arwarpBz9WDHCxGlsRaX6vMahuOjc0oE5bqs6AruHooRE1JqRFd/XOhTQXyZx3T1RpWlFeYI4H93rS+7wdDURmdnDRT3VDXIBtqG/w+7TnnpyXMVH47BvpmyW+qjkuu/nKTyQdvLC83kp2qWfKd6uerqqflnAYBCOQOAYQ3nLEOlPDOdxyePd0gsa6cFb5kNejSOf/ZWnUmh3ea5IFjfxA9qnehTaVWy4SpzOoGM1291T8XI7eJY/fGxkxFBj0QQnNj9fjfILWukeH4Mcc6/080Lw9sikMidz24om90VIZjo0aEtakUjySUb/NbvL7xya1yU2OT36bFfCAAgSwSQHizCNfDWwdeeBPTH6z6cKnOdE7chGaxTzetgZSGD9/WV8+clFdPvRf/xkcSxOCmpdPndOsKWbYPKNDDH3b99ucmRWB1RZX81dWxPfxsLWpold6fX2g30l5eWCjPb7rTVJfIhab/1+Di4LQMZ6qZeyakV9jvrQeUDMZm1ky2fn7/LZuz/t5m6jm5DwQgkDkCCG/mWPrpToEWXpXdC9298XzadFd4k50LnW5QVJjt/XM1pSFdXm5cp7L74JFfmooMWuf23mUrJZI/szyZG/PI1BixqUl5tbNdukZHzC0fWX+L3NuyMlO35z4QgAAEIDAHAYQ3nK+HL4U33ePw7IKbmF+bLKf30Cttsn3rXTNyeDWsKrEnT7fLvVs2zYryP/6Pg3L3x2+R1aumVysTJRvh9f6D8eDrv5Q/9fWEQnbtNK1KE/q97StXy9fW/YX3sJkBBCAAgZATQHjDGWBfCq+iTuc4PHt6QvPSemmorZJNN6+LlwxLTF9IVaVB++7b+1Bcau2hts9Dv08Or78+CHvffEN+ev4DKcrPl3uXrQpsPdtUVHXVWusJa9OV60c+cou/AsBsIAABCISMAMIbsoBefRzfCm9QcLPC612kwi67Fll7Xq+WWXv+to9LRYrDNryLBiNDAAIQCAcBhDcccUx8CoTXYVwRXocAF9k9V2TXwmOvQIH0LvKloRsEIACBNAggvGlACuAlCK/DoCG8DgEusLtuUFPZ1f/NH9Y0hlRIdDObpm/0xcbMgRp//9HN0lQSrNJrCww3l0MAAhBwnQDC6zpyVwZEeB1iRngdAlxA9wujw/J3f2gz1RhyTXYtTHbpzbWyZQt4VbgUAhCAwKIJILyLRufrjgivw/AgvA4Bptn9V92dsvfY72VoYsJUY9A6u3WR4jR7h+sypDdc8eRpIAABfxFAeP0Vj0zNBuF1SBLhdQhwnu66qrv3z2+YsmPalpdXyMcamwNdZzcTxFR6j1zsklODAzl3QEUm+HEPCEAAAqkIILzhfDcQXodxRXgdAkzRXXN1v/Pun03OqrbC/Hy5pqZOruTny6XxcaksLJDKgiKpL4pIc3GJFOflZWciPr/rr7s6kF6fx4jpQQACwSKA8AYrXunOFuFNl1SK6xBehwATup+M9suPz56Mi67+OFIUkf6CfJE5pLa+sEjWllfK9WUVOSe/lvQqK05ly+z7yN0gAIHcI4DwhjPmCK/DuCK8DgGKiK7m/qa7U/71/Nl46oIlugMF+XIlL08KJE9qigolkpcvlYVFEpuakrGpSRmcmJDhqSmZlCvxiawtK5fryyqlJYdyfJFe5+8hd4AABCCgBBDecL4HCK/DuCK8iwf4p94e+WnHWflVV4fZjKZNqy8sKS2Xc1MTEhMxoruipFTq5zlo4fLEuFyKxeTy5PR9tOmq7/qKamktLcuJVd/j/b3y+55u8+z/Yc06+ferb1h8cOgJAQhAIEcJILzhDDzC6zCuCO/CAGrKwk/bz8pvLnbKhZHheOelJaWypqpGRvPz5Vf9veb7NQWF0lpaLgULSM8dm5qSS+Mx80/syvSqbyQvT9aWVchHKqqkqqBwYRMO2NUcRRywgDFdCEDAdwQQXt+FJCMTQngdYkR45weolRY0ZeFHZ07OkNzywiJzgMKaqmqpKCySd0eG5PDVagwrikuk0WFKgm5uuxQbk+jUZHySrSWlZtU3zOkOHwwPiqY4jE9NcUDF/K8nV0AAAhCYQQDhDecLgfA6jCvCmxygJbn/2n7WHBRhNU1ZmJbcmhl1dO2y21pSNm8Kw0LCNjI1JV2xUVPdwWotkRK5paomtOKrRxG/2tkuQxPjpmzZI+tvNeXcaBCAAAQgMDcBhDecbwjC6zCuCO+HAOeS3JVlFbKiskr0z8SWTdm1jzV5RYz4dsdi8U1uuuK7pXZJKHN8tVavHtjRPjRoMGxfudrk9lbMkw/t8CNBdwhAAAKBJoDwBjp8KSfvS+Ht64/KVx79ljy0a4fcttHbjTdHjr4jX/z6M3GA9929WZ58+H4pLYmY7+W68GpO7p/7eiTZSu5ckmsBPT06LD/rvWi+zPTKbqq3PlF8Ncd3S22DXFNSFspPuW5m0w2CmuKgq73/+YYNcs+ylaF8Vh4KAhCAgFMCCK9Tgv7sj/DOE5cfH3pNVrQ0GvEeGY3JE8++IE2NdfLgrh05KbxaQkxPPTt66eKsjWearpCO5FrIeybG5eDFTrO5rDlSLC3FJa5+SnSDW/voSLyyw/rySrmjus7VObg12ODEuMnr7RodMUM2lZbJZ1rXyD3NK1nxdSsIjAMBCASCAMIbiDAteJK+FN7n9x2Q7/3wUPxhvvnI/bLhpjXy+J798ulP3SF7vv0DWb/uWtnz2E7Z/fR+Ofb2++baxNVXa6XY+rneZ/vWO+Pi+vIrbaaf9f106KkAt71xPL7KG/YVXl3BfX+gX04MXDaia8/HVV4LlVyL8diVK/I/L5wzsqslx3R116vWHRuTc2OjZnjN7b2nvjGUKQ76fLqhTY8k1txeq/1VY7N8rLFF/qK+QZo8jINX8WdcCEAAAnYCCG843wdfCm+ylIZTZztk1yPPydZP3h5fXdV0A226+mr12bFti5HaxK91dfa1tqNy5+aNM1Zp9TqV5oe/+jlZvapl3iirjGsL+gqviuywTXqO9vaY54rGYkZqdUUwUW4tOFpCbGlpuaysqJyx8WxeeFcvUNnVld1LE+NSmV8g15fPzutN916Zuk43tr07NGhye7V+77YlzaGVXkt83+67FF/xtThqysOayhqzsbAyEjEC3FTm7JcR691yGqt05tJYWoa0OwVNfwjkOAGEN5wvQKCEV1d4n9q9M6WY2mVUZfi5fQfku888ILXVlfHoqTgn3kf7ta5oMqI8V0t2z6Cu8D7w+i9N7u18TUuH1RYXS12kRJpLy2RpqTP50fF+2tstZ0ZHpDQ/X9aWVS6ozu5883Xyc01xODUyJCq/uSC9ykp/sflgKGrKxXWNDJs83yA3PWxDN+bRIAABCCyWAMK7WHL+7hd44U1Mf/jS57ea1VeV05cOHp6xwUxDYa0Ud3ZdmhGZ+dIa9H679+yXfXsfmiHcQRVeffj/+vaf46u4G+sa4jw21i2R8qIiWVNZnfG394nT78jBni4pysuXf7ekyYiln5q1+tw7MS7Xl5bL/nU3S2VBgZ+mmNW5aKWNruFhORm9bI58vjAyJBdGpvN+F9vs79Zi76H95pvLv12+Su5tYTOeE8b0hQAEOFo4rO9AoIVXZfdCd29catNd4RoB4t4AABnqSURBVH32Oy+a/F/7yu9cAU4lu9onyMLr9kv9fy51yTfen05D+Uxji+9k1+KR69Lr9nvBeBCAAAT8RIAVXj9FI3Nz8aXwWtUQNt9yYzzNIFUqgqLQFd3ECgrJcnoPvdIm27feNavSgt775Ol2uXfLpllkU6VGWBcivOm9jHbZvau2QdaWlqfX0aOrkF6PwDMsBCAAAY8JILweByBLw/tSePVZ7fVv7VUa7Dm89vSE5qX10lBbJZtuXhffUJaYvpCqSoP2TUxVsHgnpkzo9+3XI7zzv5m/j/bLl985ai4Mguyy0jt/TLkCAhCAQFgJILzhjKxvhTcouBHeuSOlp6jtfPuPMjg5KdeVlcsnaj7MFQ5CjFnpDUKUmCMEIACBzBFAeDPH0k93QngdRgPhTQ0w6LLLSq/DDwfdIQABCASQAMIbwKClMWWENw1Ic12C8Canozm7/+XsicCu7CY+VeJK75Or1/k+D9nhq013CEAAAjlJAOENZ9gRXodxRXhnA7RvUAtiGkOqV8IuvRUFBfL8devl1iyUbnP4StIdAhCAAAQcEEB4HcDzcVeE12FwEN6ZAJ89e1J+2H3efPOjldVya2WNQ8L+6q7Se7j3opwdm65Nu2tZq+xqWeWvSTIbCEAAAhBYNAGEd9HofN0R4XUYHoR3GmB0clIePPGmvBG9bL4OUjWGxbwCv49elj9E+01XPaCCFIfFUKQPBCAAAf8RQHj9F5NMzAjhdUgR4RXRsmPfOP2OdIyNmhPU7q1vlJZIsUOy6XXvnpyQ8xMx0ZVXqy0vjMhyF05w64iNmdXewalJM/S2hqXy5WWtsixSkt7kuQoCEIAABHxHAOH1XUgyMiGE1yHGXBfefR1nZd/5M4ZiXWGR3FPfKFUFhQ6pzt/9eGxU2kYGZWByWjYTW3FenqyOlMjtpeVSnZ+9o4FVtI8N9sdXexHf+WPHFRCAAAT8TADh9XN0Fj83hHfx7EzPXBVeXdXVKgzvjQwZDm7l67ZPjMvPhvrjoqtiW5VfIPqntgkRGZialOGpqXhkN5dVyOaS7J7sNjA5YdI5TgxP89B2S2WN/E3TctlSU+/wLaM7BCAAAQi4RQDhdYu0u+MgvA5555rwaq7uf28/Hd+YVpFfIFvqlriSwtA2OiRtw4MmYiq4q4qKpa4g+eqtrry2j8fk4qQqsMiSgkL5dGVNVld7dRxLfM+MjMj4lWnpbikukW0NTfKFpculMsV8Hb6GdIcABCAAgQwRQHgzBNJnt0F4HQYkl4RXqy98t/20qa2rTVd111dUx1dXHaKcs/vPhgbk+NXKCJqfu7woktZwA1NTcio2anJ8VZI/U1UnjS6kXOh47w1H5Vh0IJ7jqxMmzzetsHERBCAAAc8IILyeoc/qwAivQ7y5ILwHe7pkX8cZsylNW3NRsdxV1+BKrq6pfTt42azWFuTlydpIiVTl5y8oahNXRE6Nj0nf5ISr0mtNUje3HYv2x0uZWeL7haYVHF6xoEhyMQQgAIHsE0B4s8/YixEQXofUwyy8iaKr6Qt31NRJa0mZQ2rpdVfZ/eeBXpOWoLJ7Y6REyhcou/aRTsXGzL3cXOm1j58qz1dr+XKARXrvBFdBAAIQyDYBhDfbhL25P8LrkHvYhPd8bFR+0tMlB3suxFd0VXRvqa51fTXSSmPIhOxaYfZaenUeVmWHY4PReJ6vbnBDfB1+GOkOAQhAIAMEEN4MQPThLXwpvH39UfnKo9+Sh3btkNs23uALbKfOdsiz33lR9jy2U2qrK+NzCoPwvjsyJH+IXpb/3d0Zr7qgD+iV6OrY2ZDdZNL7her6rG9kS/UCJxNf3eC2q6VVttQ2sMHNF598JgEBCOQaAYQ3nBFHeOeJqyXfx95+X9avu1a++8wDgRZeLZ2llRbeHR6U3w9clneHo/FNaBaK68rKZW1ZpSuVF5Lhz6bsWuMdHxs15cu0esNfV9W5svFuPvF9b2gwvsGtoqBAPlHbIJ+oXWLKm1HdIZx/AfNUEICA/wggvP6LSSZm5EvhfX7fAfneDw/Fn++bj9wvG25aI4/v2S+f/tQdsufbPzDyqautu5/eLyqj2u67e7M8+fD9UloyvYPfLqv6td5n+9Y7ZWQ0Jk88+4K8/Eqbuc76/lxAg7LCax3tq3VytanUarO+n+wZdSW3uaRErikpk+biUk/l763YqPzfwem5ry8udZSzO1c8dSPb8diIqde7OlIs2ypqMvF5cnwPXW1/bzAqneNjM+6lxxer+C4vLTVHGTcVl3Cim2Pa3AACEIDAbAIIbzjfCl8Kb7KUBhXOXY88J1s/ebs8uGuHicaRo++YPzXtweqzY9sWI7WJX6vkvtZ2VO7cvNHIblNjnbmPXqfS/PBXPyerV7WkjLJXwpsoqh1jY9IRm66W0DE2Ivr1fEJrfyitsBDJz5f6SEQaiiJSVxRxpdpCOh8fu+yqhOrqazabphT8eWxEJq9ckbvKK+XmYnc246XzTLrB7ezosJwZHp4lv4n9VYStpivBa8s/TLnR77dESqSlOPVRz/b+6cyNayAAAQiEmQDCG87oBkp4dYX3qd07U4qprgxrU5FVGX5u34FZKQgqron30X6tK5qMKKdqXgnvR4/8YkFvngqtNl2x1aZSG8kvkPqiiKcrt/M9hNuya82nd3JS3rv6C4SmNmiNXz82LW2mv+BEJydkcHxi+s+p5McqL2b+X25ZJf9pWetiutIHAhCAQKgIILyhCmf8YQIvvInpD1/6/Na48L508PCMFAd9amuluLPr0oyIzpfW4JXw6iQfOPGmRCemTwxrKSkxK3baqgoL5fqy6dW8IJe1Utn9XPtJiU5Nye0lZbK5tMLVT1vbyKD8bnRYKvPz5detNy64zq+rk00ymJW+oj+KToyb/Gx70/8j0DE6/X8FkrVbq2qQXa+DyPgQgIBvCCC8vglFRicSaOFV2b3Q3RuX2nRXeJNVW5iPqpfCO9/cgvxzu+yuixTLPeXVnjzOPw/0yfnJcbm9tEL+17JrPZkDg0IAAhCAgPcEEF7vY5CNGfhSeK1NZZtvuTGeZpAqFUGhaAqD1ceem6ulzew5vYdeaZPtW++akcOr/fXeJ0+3y71bNqVkjPBm/vXzi+zqk2k+7wv9PRK7ckX+bkmL3F/dkPkH5o4QgAAEIOB7Agiv70O0qAn6Unj1STQH94tff8Y8lL1Kgz2H156e0Ly0Xhpqq2TTzevim9oS0xdSVWnQvvv2PpQ0Nzix0oPOx0qb0H8PQx3eRb05Djv5SXatRzk1HpOfDE5XtXh55fVy09XUEYePSncIQAACEAgQAYQ3QMFawFR9K7wLeAZPL0V4F47fj7JrPcXh4aj8aWxElhdF5NCK6wOXz7vwaNADAhCAAATsBBDecL4PCK/DuCK8CwPoZ9m1nuQHA73SMzkh95RXyT82U7lgYRHmaghAAALBJoDwBjt+qWaP8DqMK8KbPsAgyK4+jZ7AptJLPm/6seVKCEAAAmEhgPCGJZIznwPhdRhXhDc9gEGRXetpyOdNL65cBQEIQCBsBBDesEV0+nkQXodxRXjnB9g2MiQ7O0+bOrtelh6bf6Yzr7DyeYNan3ehz8v1EIAABCAggvCG8y1AeB3GFeGdG+BL0T55uOucuShIsms9lVWf98ZIiby4fA2b2Bx+XugOAQhAwO8EEF6/R2hx80N4F8ct3gvhTQ0w6LKrT6b1ef852mc2sSG9Dj8sdIcABCAQAAIIbwCCtIgpIryLgGbvgvAmB2iX3Q3FpbLl6hHIDnF70t2+iU1PYtvf3MpKryeRYFAIQAAC2SeA8GafsRcjILwOqSO8swE+ebFD/qm/x/zgU+VVZmU06K17ckJ+FO0zlRtY6Q16NJk/BCAAgdQEEN5wvh0Ir8O4IrwfAhyYmpK/7zkvmvcaJtm1nlCl9yfRyxK9MmUOptjX3MppbA4/P3SHAAQg4DcCCK/fIpKZ+SC8DjkivNMAtezYwxc+kOOxUYnk5cm2ihpZXljkkK7/uttzenV2X69vkvurG0hx8F+omBEEIACBRRFAeBeFzfedEF6HIUJ4xaQvPH/pgik71lBQaNIYGgsKHZL1d/e2kUH53eiwmaSWLftSbSPi6++QMTsIQAACaRFAeNPCFLiLEF6HIctl4f3Z0ID8fU+HtI/HDEUtO3ZXWZUU5+U5pBqM7pri8NpQVM5Pjscn/NdVtXJPebU5lpgGAQhAAALBI4DwBi9m6cwY4U2H0hzX5JrwnpuIyf8bGpDvXe6Ji25lXr7cU1EdyhSGdF6P9olxaRsenCG+uup7b4WKL/KbDkOugQAEIOAXAgivXyKR2Xn4Unj7+qPylUe/JQ/t2iG3bbwhs0+8iLv9+NBr8rd7XzA977t7szz58P1SWhIxX4ddeDU39+2xUWkbiYqemGat5uqzq+huLqsIRRWGRbwWs7po+TI9kvj42Iip22tvuuJ7T0WNWfmtys/PxHDcAwIQgAAEskAA4c0CVB/cEuGdJwhHjr4jz+07IN995gGpra6U5/cdMD0e3LUjdMKrq7cqt7rx7LfDg3J8bNjk5dqbbkhbXRSR1ZFS8yctOYF05Pf20jJZUQhD3iEIQAACfiKA8PopGpmbiy+FV6Xyez88FH/Kbz5yv2y4aY08vme/fPpTd8ieb/9A1q+7VvY8tlN2P71fjr39vrk2cfXVWim2fq732b71ThkZjckTz74gL7/SZvpZ30+GVefSuqLJ9NOWKMBBXeHVEmJvx0bktyNDcnx0WH47MjhLbvV5dRV3SWGRKcO1rLAo9JvRMvfR+vBOKr+a9nAqNibvj4/NGEJr+uphFn9ZViGbSytY/c1GALgnBCAAgQUQQHgXACtAl/pSeJOlNJw62yG7HnlOtn7y9vjqqsqnNk17sPrs2LbFyGni1yq5r7UdlTs3bzSy29RYZ+6j16k0P/zVz8nqVS0zQmeJ8eZbbowLr85Dxfup3TvN9X4UXktmrYc5Nz4u7RMxaR8fE/33ZCu3eq2u3i7JL5TlRSq4xbKkoDBnNqC59ZnVsmanxseM/GpM9CALe5v+xSJiBFjbX5aWx39ckV9A3V+3AsU4EIBAzhJAeMMZ+kAJr100U63G6vdVZBNXYq3rE4VVv5+4imtdawnvZ7dtiecS+114d7SfktdHh+Z9Wy25bSgslBVGbgukKr9g3n5ckFkCuvKrv4i0j4/P2PQ21yibSsrlwPLVmZ0Id4MABCAAAUMA4Q3nixB44U1Mf/jS57fGhfelg4dnbDDTEForxZ1dl2ZENFlaQ1BXeHd2npH+ycn4863QFdvCiFQXFsqNkVJZVlRE7qhPP8+6SVA3BmqaiTZNObFadGpSKvMLkF2fxo5pQQAC4SCA8IYjjolPEWjhVdm90N0bl1r7hrK5Vnif/c6LJv9XN6HN18Kawzvfc/NzCEAAAhCAQC4SQHjDGXVfCm86K6saDrvgWn3subla2sye03volTbZvvWuGTm81qrvydPtcu+WTbOinEtVGsL5ivNUEIAABCAAgfQJILzpswrSlb4UXgWoovnFrz9jWNqrNFibxSxR1Y1smp7QvLReGmqrZNPN6+Kb2hLTF1JVadC++/Y+NGvTmhXIXK7DG6SXmblCAAIQgAAEnBJAeJ0S9Gd/3wqvP3HNnpUfqzQEhR3zhAAEIAABCPiNAMLrt4hkZj4Ir0OOCK9DgHSHAAQgAAEI+IgAwuujYGRwKgivQ5gIr0OAdIcABCAAAQj4iADC66NgZHAqCK9DmAivQ4B0hwAEIAABCPiIAMLro2BkcCoIr0OYCK9DgHSHAAQgAAEI+IgAwuujYGRwKgivQ5gIr0OAdIcABCAAAQj4iADC66NgZHAqCK9DmAivQ4B0hwAEIAABCPiIAMLro2BkcCoIr0OYCK9DgHSHAAQgAAEI+IgAwuujYGRwKgivQ5gIr0OAdIcABCAAAQj4iADC66NgZHAqCK9DmAivQ4B0hwAEIAABCPiIAMLro2BkcCoIr0OYCK9DgHSHAAQgAAEI+IgAwuujYGRwKgivQ5gIr0OAdIcABCAAAQj4iADC66NgZHAqCG8GYXIrCEAAAhCAAAQgAAH/EUB4/RcTZgQBCEAAAhCAAAQgkEECCG8GYXIrCEAAAhCAAAQgAAH/EUB4/RcTZgQBCEAAAhCAAAQgkEECCG8GYebKrUZGY/LEsy/Iy6+0mUf+5iP3y/atd+bK43v6nH39UfnKo9+SY2+/H59H89J62bf3IVm9qsXTuYV58B8fek3OnLsgD+7aMeMxjxx9R7749WfM99avu1a++8wDUltdGWYUrj/bqbMd8ux3XpQ9j+2cwVZj8rd7X5gxny99fuusGLk+4RAMqMx3PfKcdHZdSvlu2/nfd/dmefLh+6W0JBKCp+cRwkoA4Q1rZLP4XM/vO2Durv/xtwTsoV075LaNN2RxVG6tBODt7ntgF9pEmVIpeHzPfnlq907zy4YKQNsbx/kPf4ZCZP/lLtkvE/DOEOgkt9H3/lxHd3whQ//Ov9DdG3+39efP7TsQ/wXP/t+E7M2KO0PAGQGE1xm/nOut/xHa/fR+efirn4uvKPKXnXuvAcLrHmv7SMlWeBO/lyjA3sw0fKPOtcLLLxjuxDuZ4LauaIoLceLP3ZkVo0BgYQQQ3oXxyvmrk/1HnZUW916LxJQG0hncYZ9MeBN/0eOXkezEIt2UBtIZssNf72r/O16/1pS2zbfcGBdeftnLHnvunDkCCG/mWObEnZL9xwfh9S70yv7AwcPkjmY5BKmE177KhfBmJwiphNc+msV+x7Yt7CfIcBgSZdbaw/HZbVviaWwIb4ahc7usEEB4s4I1vDdlhddfsU2WYuKvGYZjNqzwehfHdITXWoVMtrHQu5kHf2Rr89qe3TvjcmsJLyu8wY9vrj0BwptrEXf4vOTwOgSY4e4Ib4aBprgdObzucE42CsLrDftksmvNRNN5yOH1Ji6MungCCO/i2eVsT6o0eBd63RyizaqIQTqJO7FIJrxUaXCHfTLh1VXGH738C/nMfXeZUlikk2Q2FvOlKFClIbO8uZs7BBBedziHahTq8HoXznTqY3o3u/CNbC9LZj3d9//h0fgvHNThzV7Mk9Wctm9M01+8v/fDQ/EJUA88c7FIVuNY725/96nDmzne3MkdAgivO5wZBQIQgAAEIAABCEDAIwIIr0fgGRYCEIAABCAAAQhAwB0CCK87nBkFAhCAAAQgAAEIQMAjAgivR+AZFgIQgAAEIAABCEDAHQIIrzucGQUCEIAABCAAAQhAwCMCCK9H4BkWAhCAAAQgAAEIQMAdAgivO5wZBQIQgAAEIAABCEDAIwIIr0fgGRYCEIAABCAAAQhAwB0CCK87nBkFAhCAAAQgAAEIQMAjAgivR+AZFgIQgAAEIAABCEDAHQIIrzucGQUCEIAABCAAAQhAwCMCCK9H4BkWAhCAAAQgAAEIQMAdAgivO5wZBQIQgAAEIAABCEDAIwIIr0fgGRYCEIAABCAAAQhAwB0CCK87nBkFAhCAAAQgAAEIQMAjAgivR+AZFgIQgAAEIAABCEDAHQIIrzucGQUCEIAABCAAAQhAwCMCCK9H4BkWAhCAAAQgAAEIQMAdAgivO5wZBQIQgAAEIAABCEDAIwIIr0fgGRYCEIAABCAAAQhAwB0CCK87nBkFAhCAAAQgAAEIQMAjAgivR+AZFgIQgAAEIAABCEDAHQIIrzucGQUCEIAABCAAAQhAwCMCCK9H4BkWAhCAAAQgAAEIQMAdAgivO5wZBQIQgAAEIAABCEDAIwIIr0fgGRYCEIAABCAAAQhAwB0CCK87nBkFAhCAAAQgAAEIQMAjAgivR+AZFgIQgAAEIAABCEDAHQIIrzucGQUCEIAABCAAAQhAwCMCCK9H4BkWAhCAAAQgAAEIQMAdAgivO5wZBQIQgAAEIAABCEDAIwIIr0fgGRYCEIAABCAAAQhAwB0CCK87nBkFAhCAAAQgAAEIQMAjAgivR+AZFgIQgAAEIAABCEDAHQIIrzucGQUCEIAABCAAAQhAwCMCCK9H4BkWAhCAAAQgAAEIQMAdAgivO5wZBQIQgAAEIAABCEDAIwIIr0fgGRYCEIAABCAAAQhAwB0CCK87nBkFAhCAAAQgAAEIQMAjAgivR+AZFgIQgAAEIAABCEDAHQIIrzucGQUCEIAABCAAAQhAwCMCCK9H4BkWAhCAAAQgAAEIQMAdAgivO5wZBQIQgAAEIAABCEDAIwIIr0fgGRYCEIAABCAAAQhAwB0CCK87nBkFAhCAAAQgAAEIQMAjAgivR+AZFgIQgAAEIAABCEDAHQIIrzucGQUCEIAABCAAAQhAwCMCCK9H4BkWAhCAAAQgAAEIQMAdAgivO5wZBQIQgAAEIAABCEDAIwIIr0fgGRYCEIAABCAAAQhAwB0CCK87nBkFAhCAAAQgAAEIQMAjAgivR+AZFgIQgAAEIAABCEDAHQIIrzucGQUCEIAABCAAAQhAwCMCCK9H4BkWAhCAAAQgAAEIQMAdAgivO5wZBQIQgAAEIAABCEDAIwIIr0fgGRYCEIAABCAAAQhAwB0CCK87nBkFAhCAAAQgAAEIQMAjAgivR+AZFgIQgAAEIAABCEDAHQIIrzucGQUCEIAABCAAAQhAwCMCCK9H4BkWAhCAAAQgAAEIQMAdAgivO5wZBQIQgAAEIAABCEDAIwIIr0fgGRYCEIAABCAAAQhAwB0CCK87nBkFAhCAAAQgAAEIQMAjAgivR+AZFgIQgAAEIAABCEDAHQIIrzucGQUCEIAABCAAAQhAwCMCCK9H4BkWAhCAAAQgAAEIQMAdAgivO5wZBQIQgAAEIAABCEDAIwL/H9ML7QK/aN0+AAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "from plotly.colors import n_colors\n",
    "import numpy as np\n",
    "np.random.seed(1)\n",
    "\n",
    "# 12 sets of normal distributed random data, with increasing mean and standard deviation\n",
    "data = (np.linspace(1, 2, 12)[:, np.newaxis] * np.random.randn(12, 200) +\n",
    "            (np.arange(12) + 2 * np.random.random(12))[:, np.newaxis])\n",
    "\n",
    "colors = n_colors('rgb(5, 200, 200)', 'rgb(200, 10, 10)', 12, colortype='rgb')\n",
    "\n",
    "fig = go.Figure()\n",
    "for data_line, color in zip(data, colors):\n",
    "    fig.add_trace(go.Violin(x=data_line, line_color=color))\n",
    "\n",
    "fig.update_traces(orientation='h', side='positive', width=3, points=False)\n",
    "fig.update_layout(xaxis_showgrid=False, xaxis_zeroline=False)\n",
    "fig.show(renderer=\"png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
